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      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "2016"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Ján Holp je v dokumente ZP Wiki explicitne uvedený rok začiatku štúdia 2016.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Ján Holp uvedený rok začiatku štúdia 2016?",
            "published_only": false,
            "limit": 5,
            "max_per_document": 10
          },
          "latency_seconds": 0.28849,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.900532,
      "tool_latency_seconds": 0.28849,
      "final_model_latency_seconds": 7.142746,
      "total_latency_seconds": 9.332077,
      "usage": {
        "prompt_tokens": 8382,
        "completion_tokens": 145,
        "total_tokens": 8527
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0008",
      "split": "dev",
      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Ján Holp uvedená diplomová práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "2021"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Ján Holp je uvedená diplomová práca v roku 2021 s názvom Systém získavania informácií v slovenskom jazyku.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku je pri osobe Ján Holp uvedená diplomová práca?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.277951,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"
      ],
      "first_model_latency_seconds": 1.736613,
      "tool_latency_seconds": 0.277951,
      "final_model_latency_seconds": 17.197635,
      "total_latency_seconds": 19.213087,
      "usage": {
        "prompt_tokens": 21433,
        "completion_tokens": 143,
        "total_tokens": 21576
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0009",
      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Ján Holp.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "2016",
        "2021"
      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Osoba Ján Holp začala študovať v roku 2016 a vypracovávala diplomovú prácu v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Ján Holp.",
            "limit": 10,
            "published_only": true
          },
          "latency_seconds": 0.610192,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "first_model_latency_seconds": 1.602856,
      "tool_latency_seconds": 0.610192,
      "final_model_latency_seconds": 30.906712,
      "total_latency_seconds": 33.120817,
      "usage": {
        "prompt_tokens": 37382,
        "completion_tokens": 132,
        "total_tokens": 37514
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0010",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2016 rokom diplomovej práce Jána Holpa? Ak nie, čo rok 2016 označuje a v ktorom roku je uvedená jeho diplomová práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "2016",
        "2021"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Rok 2016 nie je rokom vypracovania diplomovej práce Jána Holpa, ale označuje rok jeho začiatku štúdia. Jeho diplomová práca je uvedená v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2016 rokom diplomovej práce Jána Holpa? Ak nie, čo rok 2016 označuje a v ktorom roku je uvedená jeho diplomová práca?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.421112,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
      ],
      "first_model_latency_seconds": 1.86508,
      "tool_latency_seconds": 0.421112,
      "final_model_latency_seconds": 10.741195,
      "total_latency_seconds": 13.027838,
      "usage": {
        "prompt_tokens": 12191,
        "completion_tokens": 159,
        "total_tokens": 12350
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0011",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou získavanie informácií a osobou Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "Ján Holp",
        "získavanie informácií"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Ján Holp vypracoval diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\" a tiež autorom dokumentu s názvom „Získavanie informácií\", ktorý sa zaoberá teóriou a metódami v oblasti informačného vyhľadávania.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou získavanie informácií a osobou Ján Holp?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.485952,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
      ],
      "first_model_latency_seconds": 1.820986,
      "tool_latency_seconds": 0.485952,
      "final_model_latency_seconds": 16.894826,
      "total_latency_seconds": 19.202282,
      "usage": {
        "prompt_tokens": 19906,
        "completion_tokens": 188,
        "total_tokens": 20094
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0012",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou PageRank a osobou Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "Ján Holp",
        "PageRank"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Ján Holp vypracoval diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\", ktorá bola dokončená v roku 2021 a zahŕňala implementáciu a experimenty s algoritmom PageRank.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou PageRank a osobou Ján Holp?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.252632,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp"
      ],
      "first_model_latency_seconds": 1.721665,
      "tool_latency_seconds": 0.252632,
      "final_model_latency_seconds": 13.267005,
      "total_latency_seconds": 15.241759,
      "usage": {
        "prompt_tokens": 15675,
        "completion_tokens": 165,
        "total_tokens": 15840
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0013",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou slovenský internet a osobou Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "Ján Holp",
        "slovenský internet"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Ján Holp súvisí s témou slovenského internetu v rámci svojej bakalárskej práce z roku 2019 s názvom „Vyhľadávač na slovenskom internete\". Tému slovenského internetu a získavania dát z internetu spracúval aj v rámci diplomového projektu v roku 2020, kde mal za úlohu využiť veľké slovenské dáta z internetu pre verejné demo.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou slovenský internet a osobou Ján Holp?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.223969,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/topics/resources",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/topics/resources",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "first_model_latency_seconds": 1.765258,
      "tool_latency_seconds": 0.223969,
      "final_model_latency_seconds": 13.745398,
      "total_latency_seconds": 15.7351,
      "usage": {
        "prompt_tokens": 15678,
        "completion_tokens": 206,
        "total_tokens": 15884
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0014",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Čo bolo implementované v stave práce Jána Holpa?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "PageRank",
        "indexovanie webových stránok"
      ],
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      "note": null,
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      "question": "Ktorý dokument alebo študent súvisí s témou Spacy a osobou Maroš Harahus?",
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      "question": "Ktorý študentský dokument o grafových neurónových sieťach má v metadátach ako autora dokumentu uvedeného Maroša Harahusa?",
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      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Jakub Maruniak začal štúdium v roku 2016 a vypracovával diplomovú prácu v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
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      "question": "Je rok 2016 rokom záverečnej práce osoby Jakub Maruniak?",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Rok 2016 nie je rokom záverečnej práce Jakuba Maruniaka, ale rokom začiatku jeho štúdia, pričom jeho záverečné práce (bakalárska a diplomová) boli vypracované v rokoch 2019 a 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
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            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
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        }
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      "question": "Ktorý dokument alebo študent súvisí s témou pomenované entity a osobou Jakub Maruniak?",
      "override_applied": false,
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      "note": null,
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      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou Spacy a osobou Jakub Maruniak?",
      "override_applied": false,
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      "expected_documents": [
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      "should_answer": true,
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "expected_answer_contains": [
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      "note": null,
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      "question": "V ktorom roku je pri osobe Kristián Sopkovič uvedená bakalárska práca?",
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      "should_answer": true,
      "note": null,
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        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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      "tool_latency_seconds": 0.221332,
      "final_model_latency_seconds": 17.935451,
      "total_latency_seconds": 20.005899,
      "usage": {
        "prompt_tokens": 22080,
        "completion_tokens": 137,
        "total_tokens": 22217
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0170",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou Spacy a osobou Kristián Sopkovič?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Kristián Sopkovič",
        "Spacy"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Kristián Sopkovič je študent, ktorý súvisí s témou Spacy prostredníctvom svojej bakalárskej práce z roku 2022 s názvom „Model Spacy pre spracovanie prirodzeného jazyka v slovenčine\", kde sa zaoberal zlepšením presnosti tohto modelu pre slovenčinu a využívaním transformérov.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic\nhttps://zp.kemt.fei.tuke.sk/topics/spacy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou Spacy a osobou Kristián Sopkovič?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.259401,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/topics/spacy",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/topics/spacy",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
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      "first_model_latency_seconds": 1.675023,
      "tool_latency_seconds": 0.259401,
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      "usage": {
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      "error": null
    },
    {
      "id": "q0171",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou slovenčina a osobou Kristián Sopkovič?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Kristián Sopkovič",
        "slovenčina"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Kristián Sopkovič vypracoval diplomovú prácu s názvom „Neurónové vyhľadávanie na základe sémantickej podobnosti vektorov\" s cieľom zlepšiť slovenské vyhľadávanie, pričom v rámci dizertačnej práce má za cieľ vylepšiť RAG-QA v slovenskom jazyku.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou slovenčina a osobou Kristián Sopkovič?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
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          "latency_seconds": 0.286537,
          "source_urls": [
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
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      "final_model_latency_seconds": 8.110725,
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      "usage": {
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        "completion_tokens": 196,
        "total_tokens": 8596
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "error": null
    },
    {
      "id": "q0172",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou transformery a osobou Kristián Sopkovič?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Kristián Sopkovič",
        "transformery"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Kristián Sopkovič vypracováva diplomovú prácu z roku 2024 na tému neurónového vyhľadávania a sémantickej podobnosti, kde sa zameriava na trénovanie a dotréňovanie modelov typu Sentence Transformer (SBERT). Okrem toho sa v rámci bakalárskej práce z roku 2022 venoval štúdiu a implementácii transformérov v rámci podpory slovenčiny v knižnici Spacy.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic\nhttps://zp.kemt.fei.tuke.sk/topics/spacy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou transformery a osobou Kristián Sopkovič?",
            "limit": 5
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          "latency_seconds": 0.252551,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
            "https://zp.kemt.fei.tuke.sk/topics/spacy",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/topics/spacy",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
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      "first_model_latency_seconds": 1.367651,
      "tool_latency_seconds": 0.252551,
      "final_model_latency_seconds": 17.496693,
      "total_latency_seconds": 19.117421,
      "usage": {
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        "total_tokens": 20221
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "source_matches": [
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      "source_match_count": 1,
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      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0173",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aký bol hlavný cieľ bakalárskej práce Kristiána Sopkoviča?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Zlepšiť presnosť modelu Spacy pre slovenčinu"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Hlavným cieľom bakalárskej práce Kristiána Sopkoviča bolo zlepšiť presnosť modelu Spacy pre spracovanie prirodzeného jazyka v slovenčine.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký bol hlavný cieľ bakalárskej práce Kristiána Sopkoviča?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
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          "latency_seconds": 0.493787,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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      "tool_latency_seconds": 0.493787,
      "final_model_latency_seconds": 17.04972,
      "total_latency_seconds": 19.406344,
      "usage": {
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      "source_url_score": 1.0,
      "should_answer_ok": true,
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      "strict_pass": true,
      "error": null
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    {
      "id": "q0174",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Nájdi dokument o osobe Michal Stromko.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi dokument o osobe Michal Stromko.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
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          "latency_seconds": 0.282539,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic"
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      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
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      "tool_latency_seconds": 0.282539,
      "final_model_latency_seconds": 14.640887,
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      "usage": {
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0175",
      "split": "dev",
      "category": "fact_title",
      "difficulty": "easy",
      "question": "Aký je názov bakalárska práca osoby Michal Stromko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký je názov bakalárska práca osoby Michal Stromko?",
            "limit": 5,
            "published_only": true,
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          "latency_seconds": 0.2569,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
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      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
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      "tool_latency_seconds": 0.2569,
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      "total_latency_seconds": 18.113315,
      "usage": {
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0176",
      "split": "dev",
      "category": "reverse_lookup",
      "difficulty": "medium",
      "question": "Kto sa venuje práci s názvom „Indexovanie slovenského textu pomocou Elasticsearch“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "Michal Stromko"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Prácu s názvom „Indexovanie slovenského textu pomocou Elasticsearch\" vypracoval Michal Stromko ako svoju bakalársku prácu v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kto sa venuje práci s názvom „Indexovanie slovenského textu pomocou Elasticsearch“?",
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            "published_only": false,
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          "latency_seconds": 0.503911,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
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            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
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      ],
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      "note": null,
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    {
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      "question": "Ktorý dokument alebo študent súvisí s témou vyhľadávanie a osobou Michal Stromko?",
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      "rag_source_urls": [
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    {
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      "question": "Aký indexovací systém používala bakalárska práca Michala Stromka?",
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      "note": null,
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      "expected_answer_contains": [
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      "question": "Nájdi študenta alebo dokument, ktorý rieši tému „Rozpoznávanie pomenovaných entít v slovenskom jazyku“.",
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      "expected_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "first_model_latency_seconds": 1.58722,
      "tool_latency_seconds": 0.199378,
      "final_model_latency_seconds": 12.332709,
      "total_latency_seconds": 14.119776,
      "usage": {
        "prompt_tokens": 15528,
        "completion_tokens": 110,
        "total_tokens": 15638
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0206",
      "split": "dev",
      "category": "verification",
      "difficulty": "medium",
      "question": "Je pri osobe Artem Yatsenko uvedený rok začiatku štúdia 2019?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "2019"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Artem Yatsenko je v dokumente ZP Wiki explicitne uvedený rok začiatku štúdia 2019.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Artem Yatsenko uvedený rok začiatku štúdia 2019?"
          },
          "latency_seconds": 0.285896,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021"
      ],
      "first_model_latency_seconds": 1.317085,
      "tool_latency_seconds": 0.285896,
      "final_model_latency_seconds": 11.772644,
      "total_latency_seconds": 13.376141,
      "usage": {
        "prompt_tokens": 14421,
        "completion_tokens": 107,
        "total_tokens": 14528
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0207",
      "split": "dev",
      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Artem Yatsenko uvedená bakalárska práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "2022"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Artem Yatsenko je uvedená bakalárska práca v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku je pri osobe Artem Yatsenko uvedená bakalárska práca?"
          },
          "latency_seconds": 0.227622,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "first_model_latency_seconds": 1.193986,
      "tool_latency_seconds": 0.227622,
      "final_model_latency_seconds": 16.541042,
      "total_latency_seconds": 17.963194,
      "usage": {
        "prompt_tokens": 20577,
        "completion_tokens": 90,
        "total_tokens": 20667
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0208",
      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Artem Yatsenko.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "2019",
        "2022"
      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Osoba Artem Yatsenko začala štúdium v roku 2019 a vypracovávala bakalársku prácu v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Artem Yatsenko.",
            "limit": 10,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.380185,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic"
      ],
      "first_model_latency_seconds": 1.84086,
      "tool_latency_seconds": 0.380185,
      "final_model_latency_seconds": 14.528429,
      "total_latency_seconds": 16.750004,
      "usage": {
        "prompt_tokens": 17802,
        "completion_tokens": 147,
        "total_tokens": 17949
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0209",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2019 rokom záverečnej práce osoby Artem Yatsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "2019",
        "2022"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2019 nie je rokom záverečnej práce Artema Yatsenka, ale rokom začiatku jeho štúdia, pričom jeho bakalárska práca bola vypracovaná v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2019 rokom záverečnej práce osoby Artem Yatsenko?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.214141,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/topics/akopisat",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/topics/akopisat",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"
      ],
      "first_model_latency_seconds": 1.862484,
      "tool_latency_seconds": 0.214141,
      "final_model_latency_seconds": 11.249044,
      "total_latency_seconds": 13.326155,
      "usage": {
        "prompt_tokens": 13195,
        "completion_tokens": 166,
        "total_tokens": 13361
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0210",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou pomenované entity a osobou Artem Yatsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "Artem Yatsenko",
        "pomenované entity"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Artem Yatsenko vypracovával bakalársku prácu s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku\" v roku 2022, ktorá sa venuje problematike pomenovaných entít.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou pomenované entity a osobou Artem Yatsenko?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.131704,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/topics/named-entity",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "first_model_latency_seconds": 1.634403,
      "tool_latency_seconds": 0.131704,
      "final_model_latency_seconds": 12.787481,
      "total_latency_seconds": 14.554063,
      "usage": {
        "prompt_tokens": 15220,
        "completion_tokens": 152,
        "total_tokens": 15372
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0211",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou Spacy a osobou Artem Yatsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "Artem Yatsenko",
        "Spacy"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Artem Yatsenko vypracoval bakalársku prácu s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku\" v roku 2022, ktorá súvisí s témou Spacy, keďže v rámci bakalárskeho projektu v roku 2021 pracoval s modelom Spacy pre rozpoznávanie pomenovaných entít a využíval repozitár spacy-skmodel.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou Spacy a osobou Artem Yatsenko?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.29911,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
      ],
      "first_model_latency_seconds": 1.595971,
      "tool_latency_seconds": 0.29911,
      "final_model_latency_seconds": 15.307011,
      "total_latency_seconds": 17.202599,
      "usage": {
        "prompt_tokens": 17746,
        "completion_tokens": 193,
        "total_tokens": 17939
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0212",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou anotácia a osobou Artem Yatsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "Artem Yatsenko",
        "anotácia"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Artem Yatsenko vypracovával bakalársku prácu s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku\", kde bola jednou z kľúčových úloh anotácia korpusu pre potreby rozpoznávania pomenovaných entít.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou anotácia a osobou Artem Yatsenko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.130207,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/topics/question/navod",
            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/topics/question/navod",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
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      "tool_latency_seconds": 0.130207,
      "final_model_latency_seconds": 12.669271,
      "total_latency_seconds": 14.565044,
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      "strict_pass": true,
      "error": null
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    {
      "id": "q0213",
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      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Koľko článkov mal Artem Yatsenko minimálne anotovať cez webové rozhranie?",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "20"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Artem Yatsenko mal minimálne anotovať 20 článkov cez webové rozhranie.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko článkov mal Artem Yatsenko minimálne anotovať cez webové rozhranie?",
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            "max_per_document": 10
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          "latency_seconds": 0.268618,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
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          ]
        }
      ],
      "rag_source_urls": [
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0229",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Nájdi dokument o osobe Matej Ščišľak.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "Matej Ščišľak"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Dokument o osobe Matej Ščišľak sa nachádza na stránke https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak, kde sú evidované jeho bakalárska práca z roku 2024 s názvom „Dialógový systém pre potreby samosprávy\" a diplomová práca z roku 2026 s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi dokument o osobe Matej Ščišľak.",
            "limit": 5
          },
          "latency_seconds": 0.198057,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
            "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
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      "tool_latency_seconds": 0.198057,
      "final_model_latency_seconds": 18.852963,
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "returned_no_answer": false,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0230",
      "split": "dev",
      "category": "fact_title",
      "difficulty": "easy",
      "question": "Aký je názov diplomová práca osoby Matej Ščišľak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
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      ],
      "should_answer": true,
      "note": null,
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      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký je názov diplomová práca osoby Matej Ščišľak?",
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            "published_only": true
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          "latency_seconds": 0.274134,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
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      "first_model_latency_seconds": 1.627631,
      "tool_latency_seconds": 0.274134,
      "final_model_latency_seconds": 17.837448,
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      "usage": {
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        "total_tokens": 21973
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "source_url_score": 1.0,
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      "should_answer_score": 1.0,
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      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
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      "split": "dev",
      "category": "reverse_lookup",
      "difficulty": "medium",
      "question": "Kto sa venuje práci s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "Matej Ščišľak"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Prácu s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií“ vypracováva Matej Ščišľak.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kto sa venuje práci s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií“?",
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          "latency_seconds": 0.583532,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
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            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
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      "tool_latency_seconds": 0.583532,
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      "usage": {
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        "completion_tokens": 153,
        "total_tokens": 31733
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
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      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0232",
      "split": "dev",
      "category": "topic_lookup",
      "difficulty": "medium",
      "question": "Nájdi študenta alebo dokument, ktorý rieši tému „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
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        }
      ],
      "rag_source_urls": [
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    },
    {
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      "split": "dev",
      "category": "paraphrase",
      "difficulty": "medium",
      "question": "Aká téma diplomovej práce je uvedená pri osobe „Matej Ščišľak“?",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Matej Ščišľak je uvedená téma diplomovej práce „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií“.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aká téma diplomovej práce je uvedená pri osobe „Matej Ščišľak“?",
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            "published_only": false,
            "max_per_document": 1
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          "latency_seconds": 0.219759,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
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      "tool_latency_seconds": 0.219759,
      "final_model_latency_seconds": 14.471217,
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      "usage": {
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        "total_tokens": 17598
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0234",
      "split": "dev",
      "category": "fact_start_year",
      "difficulty": "easy",
      "question": "V ktorom roku začal študovať Matej Ščišľak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      ],
      "should_answer": true,
      "note": null,
      "answer": "Matej Ščišľak začal študovať v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
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            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
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    },
    {
      "id": "q0235",
      "split": "dev",
      "category": "verification",
      "difficulty": "medium",
      "question": "Je pri osobe Matej Ščišľak uvedený rok začiatku štúdia 2021?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "2021"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Matej Ščišľak je v dokumente explicitne uvedený rok začiatku štúdia 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Matej Ščišľak uvedený rok začiatku štúdia 2021?",
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            "published_only": false,
            "max_per_document": 10
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          "latency_seconds": 0.228218,
          "source_urls": [
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    },
    {
      "id": "q0236",
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      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Matej Ščišľak uvedená diplomová práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "2026"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Matej Ščišľak je uvedená diplomová práca v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
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          "arguments": {
            "query": "V ktorom roku je pri osobe Matej Ščišľak uvedená diplomová práca?",
            "limit": 5,
            "published_only": false,
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          },
          "latency_seconds": 0.275295,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
          ]
        }
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      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
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      "strict_pass": true,
      "error": null
    },
    {
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      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Matej Ščišľak.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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        "2026"
      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Osoba Matej Ščišľak začala štúdium v roku 2021 a vypracovávala diplomovú prácu v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Matej Ščišľak.",
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            "published_only": true
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          "latency_seconds": 0.578258,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0238",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2021 rokom záverečnej práce osoby Matej Ščišľak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "2021",
        "2026"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2021 nie je rokom záverečnej práce Mateja Ščišľaka, ale rokom začiatku jeho štúdia, pričom jeho bakalárska práca bola ukončená v roku 2024 a diplomová práca je plánovaná na rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2021 rokom záverečnej práce osoby Matej Ščišľak?",
            "limit": 5,
            "published_only": true
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          "latency_seconds": 0.249939,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
      ],
      "first_model_latency_seconds": 1.651938,
      "tool_latency_seconds": 0.249939,
      "final_model_latency_seconds": 11.87623,
      "total_latency_seconds": 13.778594,
      "usage": {
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        "total_tokens": 13363
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0239",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou GraphRAG a osobou Matej Ščišľak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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        "GraphRAG"
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      "should_answer": true,
      "note": null,
      "answer": "Matej Ščišľak vypracováva diplomovú prácu s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií\", v rámci ktorej vytvoril systém GraphRAG zložený z FAISS a Neo4J. Súbežne s Maksymom Zatirku spolupracuje na projekte využívajúcom znalostný graf pri RAG a vyhľadávaní v právnych predpisoch.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_scislak\nhttps://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou GraphRAG a osobou Matej Ščišľak?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.218273,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
          ]
        }
      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
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      "total_latency_seconds": 21.010709,
      "usage": {
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    },
    {
      "id": "q0240",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou Neo4J a osobou Matej Ščišľak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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        "Neo4J"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Matej Ščišľak vypracováva diplomovú prácu s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií\", v ktorej ako súčasť systému GraphRAG využíva databázu Neo4J.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou Neo4J a osobou Matej Ščišľak?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
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          "latency_seconds": 0.215096,
          "source_urls": [
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          ]
        }
      ],
      "rag_source_urls": [
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      ],
      "first_model_latency_seconds": 1.813998,
      "tool_latency_seconds": 0.215096,
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      "usage": {
        "prompt_tokens": 8720,
        "completion_tokens": 166,
        "total_tokens": 8886
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0241",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou FAISS a osobou Matej Ščišľak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "Matej Ščišľak",
        "FAISS"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Matej Ščišľak súvisí s témou FAISS v rámci svojho diplomového projektu z roku 2025, kde vytvoril RAG systém s vektormi uloženými v indexe FAISS, ako aj v rámci svojej pripravovanej diplomovej práce pre rok 2026, ktorá využíva GraphRAG založený na kombinácii FAISS a databázy Neo4J.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou FAISS a osobou Matej Ščišľak?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.330875,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
      "answer": "GraphRAG, ktorý vypracoval Matej Ščišľak v rámci svojej diplomovej práce, sa skladal z dvoch hlavných častí, a to z FAISS a databázy Neo4J.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
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        {
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          "arguments": {
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          "source_urls": [
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      "rag_source_urls": [
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    },
    {
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      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Koľko otázok bolo vytvorených na testovanie systému Mateja Ščišľaka?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko otázok bolo vytvorených na testovanie systému Mateja Ščišľaka?",
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          },
          "latency_seconds": 0.447767,
          "source_urls": [
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        }
      ],
      "rag_source_urls": [
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      "category": "specific_fact",
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      "question": "Aký bol názov bakalárskej práce Mateja Ščišľaka v roku 2024?",
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "rag_source_urls": [
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      "question": "Nájdi dokument o osobe Vladimír Ferko.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
      "answer": "Vladimír Ferko vypracovával bakalársku prácu v roku 2024 na tému Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
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      "rag_source_urls": [
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    {
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      "difficulty": "easy",
      "question": "Aký je názov bakalárska práca osoby Vladimír Ferko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "rag_source_urls": [
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      "question": "Kto sa venuje práci s názvom „Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči“?",
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "note": null,
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      "tool_calls": [
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      "question": "Nájdi študenta alebo dokument, ktorý rieši tému „Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči“.",
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      "note": null,
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      "note": null,
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        {
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      "rag_source_urls": [
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      "question": "V ktorom roku je pri osobe Vladimír Ferko uvedená bakalárska práca?",
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    },
    {
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      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Vladimír Ferko rok začiatku štúdia a rok uvedený v názve sekcie jeho bakalárskej práce.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Vladimír Ferko začal štúdium v roku 2021, zatiaľ čo rok uvedený v názve sekcie jeho bakalárskej práce je 2024.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
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        {
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          "arguments": {
            "query": "Rozlíš pri osobe Vladimír Ferko rok začiatku štúdia a rok uvedený v názve sekcie jeho bakalárskej práce.",
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    {
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      "difficulty": "hard",
      "question": "Je rok 2021 rokom záverečnej práce osoby Vladimír Ferko?",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
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        "2024"
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      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2021 nie je rokom záverečnej práce Vladimíra Ferka, ale rokom začiatku jeho štúdia, pričom jeho bakalárska práca bola vypracovaná v roku 2024.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
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        {
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    },
    {
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      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou hate speech a osobou Vladimír Ferko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
      "answer": "Vladimír Ferko je študentom, ktorý sa podieľal na projekte „Hate Speech“ a vypracoval bakalársku prácu s názvom „Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči“ v roku 2024.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/topics/hatespeech\nhttps://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
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      "tool_calls": [
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            "max_per_document": 1
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          "source_urls": [
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      "should_answer": true,
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          "source_urls": [
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      "rag_source_urls": [
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      "question": "Je pri osobe Matej Novotný uvedený rok začiatku štúdia 2021?",
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      "should_answer": true,
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      "question": "V ktorom roku je pri osobe Matej Novotný uvedená diplomová práca?",
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            "query": "V ktorom roku je pri osobe Matej Novotný uvedená diplomová práca?",
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      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Osoba Matej Novotný začala štúdium v roku 2021 a vypracováva diplomovú prácu v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
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      "strict_pass": true,
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    },
    {
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      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2021 rokom záverečnej práce osoby Matej Novotný?",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "2021",
        "2026"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2021 nie je rokom záverečnej práce Mateja Novotného, ale rokom začiatku jeho štúdia; jeho diplomová práca je plánovaná na rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
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          "source_urls": [
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      "answer": "Študent Valerii Kutsenko rieši v rámci svojej diplomovej práce pre rok 2027 tému „Zlepšenie vyhľadávania pomocou znalostných grafov\", pričom navrhovaný prístup zahŕňa budovanie agenta využívajúceho znalostný graf na vytvorenie vnútornej reprezentácie pre lepšie vyhľadávanie a generovanie odpovedí. Ďalším dokumentom súvisiacim s touto problematikou je diplomová práca študenta Mateja Ščišľaka s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií\", ktorá sa zameriava na implementáciu systému pre vyhľadávanie v právnych dokumentoch pomocou znalostných grafov.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
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        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi študenta alebo dokument, ktorý rieši tému „Zlepšenie vyhľadávania pomocou znalostných grafov“.",
            "limit": 5,
            "published_only": true,
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            "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko"
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        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
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      "error": null
    },
    {
      "id": "q0307",
      "split": "dev",
      "category": "paraphrase",
      "difficulty": "medium",
      "question": "Aká téma diplomovej práce je uvedená pri osobe „Valerii Kutsenko“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
        "Zlepšenie vyhľadávania pomocou znalostných grafov"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Valerii Kutsenko je uvedená téma diplomovej práce pre rok 2027 „Zlepšenie vyhľadávania pomocou znalostných grafov“.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aká téma diplomovej práce je uvedená pri osobe „Valerii Kutsenko“?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.340096,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
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            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
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      "error": null
    },
    {
      "id": "q0308",
      "split": "dev",
      "category": "fact_start_year",
      "difficulty": "easy",
      "question": "V ktorom roku začal študovať Valerii Kutsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "2022"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Valerii Kutsenko začal študovať v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku začal študovať Valerii Kutsenko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
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          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
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      "tool_latency_seconds": 0.22949,
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      "total_latency_seconds": 14.49864,
      "usage": {
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0309",
      "split": "dev",
      "category": "verification",
      "difficulty": "medium",
      "question": "Je pri osobe Valerii Kutsenko uvedený rok začiatku štúdia 2022?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "2022"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Valerii Kutsenko je uvedený rok začiatku štúdia 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Valerii Kutsenko uvedený rok začiatku štúdia 2022?",
            "limit": 5
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          "latency_seconds": 0.288127,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
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      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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      "error": null
    },
    {
      "id": "q0310",
      "split": "dev",
      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Valerii Kutsenko uvedená diplomová práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Valerii Kutsenko je uvedená diplomová práca v roku 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
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      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku je pri osobe Valerii Kutsenko uvedená diplomová práca?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
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          "latency_seconds": 0.263763,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
          ]
        }
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        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
      ],
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      "tool_latency_seconds": 0.263763,
      "final_model_latency_seconds": 17.935122,
      "total_latency_seconds": 19.961478,
      "usage": {
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0311",
      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Valerii Kutsenko.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [
        "2022",
        "2027"
      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Osoba Valerii Kutsenko začala štúdium v roku 2022, pričom v dokumentoch je evidovaná aj ako autor diplomovej práce v roku 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Valerii Kutsenko.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.272999,
          "source_urls": [
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        }
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      ],
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      "usage": {
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      "should_answer_ok": true,
      "should_answer_score": 1.0,
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      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0312",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2022 rokom záverečnej práce osoby Valerii Kutsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [
        "2022",
        "2027"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2022 nie je rokom záverečnej práce Valerii Kutsenko, ale rokom začiatku jej štúdia; jej diplomová práca bola naplánovaná na rok 2027 a bakalárska práca na rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2022 rokom záverečnej práce osoby Valerii Kutsenko?",
            "limit": 5
          },
          "latency_seconds": 0.383585,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
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      "tool_latency_seconds": 0.383585,
      "final_model_latency_seconds": 10.113646,
      "total_latency_seconds": 11.953362,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0313",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou znalostný graf a osobou Valerii Kutsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [
        "Valerii Kutsenko",
        "znalostný graf"
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      "note": null,
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        {
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            "query": "Ktorý dokument alebo študent súvisí s témou znalostný graf a osobou Valerii Kutsenko?",
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      "rag_source_urls": [
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    },
    {
      "id": "q0314",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou RAG a osobou Valerii Kutsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
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      "expected_answer_contains": [
        "Valerii Kutsenko",
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      "should_answer": true,
      "note": null,
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          "source_urls": [
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      "rag_source_urls": [
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    },
    {
      "id": "q0315",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou GraphRAG a osobou Valerii Kutsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
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      ],
      "expected_answer_contains": [
        "Valerii Kutsenko",
        "GraphRAG"
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      "should_answer": true,
      "note": null,
      "answer": "Valerii Kutsenko vypracováva diplomovú prácu pre rok 2027 s témou zameranou na zlepšenie vyhľadávania pomocou znalostných grafov, kde je jednou z kľúčových úloh navrhnutie agenta využívajúceho znalostný graf a štúdia systémov ako GraphRAG.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "query": "Ktorý dokument alebo študent súvisí s témou GraphRAG a osobou Valerii Kutsenko?",
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            "published_only": false,
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          "latency_seconds": 0.409138,
          "source_urls": [
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      "rag_source_urls": [
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      "error": null
    },
    {
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      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "V akých oblastiach môže Valerii Kutsenko podľa zadania budovať znalostný graf?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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          "source_urls": [
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      "rag_source_urls": [
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      "override_applied": false,
      "requested_model": "model120-fast",
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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          "source_urls": [
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      "rag_source_urls": [
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      "difficulty": "easy",
      "question": "Aký je názov bakalárska práca osoby Tetiana Mohorian?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "tool_calls": [
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    },
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      "difficulty": "medium",
      "question": "Kto sa venuje práci s názvom „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov“?",
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      "expected_answer_contains": [
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        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
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    },
    {
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      "split": "dev",
      "category": "topic_lookup",
      "difficulty": "medium",
      "question": "Nájdi študenta alebo dokument, ktorý má bakalársku prácu s názvom „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov“.",
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      "expected_answer_contains": [
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0343",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou hate speech a osobou Tetiana Mohorian?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "Tetiana Mohorian",
        "hate speech"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študentka Tetiana Mohorian vypracováva bakalársku prácu s názvom „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov\", ktorá sa zaoberá témou hate speech.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou hate speech a osobou Tetiana Mohorian?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.22714,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
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      "tool_latency_seconds": 0.22714,
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      "total_latency_seconds": 20.579374,
      "usage": {
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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        true,
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      "source_matches": [
        true
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      "source_match_count": 1,
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      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0344",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou LLM a osobou Tetiana Mohorian?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "Tetiana Mohorian",
        "LLM"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Tetiana Mohorian vypracováva bakalársku prácu s názvom „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov\", ktorá sa zameriava na tému LLM a detekciu nenávistnej reči. Je tiež uvedená ako súčasť projektu Hate Speech Scientific Project.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian\nhttps://zp.kemt.fei.tuke.sk/topics/hatespeech",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou LLM a osobou Tetiana Mohorian?",
            "limit": 5,
            "published_only": false
          },
          "latency_seconds": 0.159563,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/topics/hatespeech",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/topics/hatespeech",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
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      "first_model_latency_seconds": 1.674047,
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      "usage": {
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0345",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou prompting a osobou Tetiana Mohorian?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "Tetiana Mohorian",
        "prompting"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Tetiana Mohorian je študentka, ktorá vypracováva bakalársku prácu s názvom „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov\" v roku 2025, kde sa v rámci zadania a úloh explicitne zaoberá témou prompting, konkrétne navrhovaním promptov pre veľké jazykové modely na detekciu nenávistnej reči a štúdiom few-shot learningu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou prompting a osobou Tetiana Mohorian?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
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          "latency_seconds": 0.281703,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
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      "tool_latency_seconds": 0.281703,
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      "total_latency_seconds": 17.277264,
      "usage": {
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0346",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aké dve adaptačné techniky mala Tetiana Mohorian použiť podľa návrhu témy?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "prompting",
        "LORA"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Podľa návrhu témy pre Tetianu Mohorian mala na adaptáciu modelov použiť techniky „prompting\" a „LORA\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aké dve adaptačné techniky mala Tetiana Mohorian použiť podľa návrhu témy?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.164145,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "first_model_latency_seconds": 1.825978,
      "tool_latency_seconds": 0.164145,
      "final_model_latency_seconds": 7.14359,
      "total_latency_seconds": 9.13401,
      "usage": {
        "prompt_tokens": 8465,
        "completion_tokens": 140,
        "total_tokens": 8605
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
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      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0347",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aký model dosiahol podľa stránky Tetiany Mohorian few-shot F1 približne 0.7?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
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      ],
      "should_answer": true,
      "note": null,
      "answer": "Podľa stránky Tetiany Mohorian dosiahol model Slovak T5-small few-shot F1 skóre približne 0,7.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký model dosiahol podľa stránky Tetiany Mohorian few-shot F1 približne 0.7?",
            "limit": 5,
            "max_per_document": 10,
            "published_only": true
          },
          "latency_seconds": 0.249833,
          "source_urls": [
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        }
      ],
      "rag_source_urls": [
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      "first_model_latency_seconds": 1.864062,
      "tool_latency_seconds": 0.249833,
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      "total_latency_seconds": 9.787195,
      "usage": {
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        "completion_tokens": 140,
        "total_tokens": 9508
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0363",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Nájdi dokument o osobe Daniil Huzenko.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "Daniil Huzenko"
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      "should_answer": true,
      "note": null,
      "answer": "Za Daniilom Huzenkom je v ZP Wiki evidovaná bakalárska práca z roku 2025 s predbežným názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\", ktorú pod vedením doc. Matúša Plevu PhD. vypracoval študent, ktorý začal štúdium v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi dokument o osobe Daniil Huzenko.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.156428,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
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      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
        "https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu",
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0364",
      "split": "dev",
      "category": "fact_title",
      "difficulty": "easy",
      "question": "Aký je názov bakalárska práca osoby Daniil Huzenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      "expected_answer_contains": [
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      ],
      "should_answer": true,
      "note": null,
      "answer": "Bakalárska práca Daniila Huzenka má predbežný názov „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký je názov bakalárska práca osoby Daniil Huzenko?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.162856,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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      "tool_latency_seconds": 0.162856,
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      "total_latency_seconds": 16.299848,
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      "answer_contains_score": 1.0,
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      "should_answer_ok": true,
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      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0365",
      "split": "dev",
      "category": "reverse_lookup",
      "difficulty": "medium",
      "question": "Kto sa venuje práci s názvom „Testovanie hybridného klaudu s využiťím kombinácie verejného a privátneho riešenia“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Daniil Huzenko"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Prácu s názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\" (predbežný názov bakalárskej práce pre rok 2025) vypracúva študent Daniil Huzenko.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kto sa venuje práci s názvom „Testovanie hybridného klaudu s využiťím kombinácie verejného a privátneho riešenia“?",
            "limit": 5,
            "max_per_document": 10
          },
          "latency_seconds": 0.411225,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
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      "first_model_latency_seconds": 1.797001,
      "tool_latency_seconds": 0.411225,
      "final_model_latency_seconds": 15.457175,
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      "usage": {
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        "total_tokens": 18535
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
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      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0366",
      "split": "dev",
      "category": "topic_lookup",
      "difficulty": "medium",
      "question": "Nájdi študenta alebo dokument, ktorý rieši tému „Testovanie hybridného klaudu s využiťím kombinácie verejného a privátneho riešenia“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Daniil Huzenko",
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      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Daniil Huzenko vypracováva bakalársku prácu s predbežným názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\" v roku 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi študenta alebo dokument, ktorý rieši tému „Testovanie hybridného klaudu s využiťím kombinácie verejného a privátneho riešenia“.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.560408,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 2.029914,
      "tool_latency_seconds": 0.560408,
      "final_model_latency_seconds": 24.801845,
      "total_latency_seconds": 27.392836,
      "usage": {
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        "completion_tokens": 173,
        "total_tokens": 30091
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0367",
      "split": "dev",
      "category": "paraphrase",
      "difficulty": "medium",
      "question": "Aká téma bakalárskej práce je uvedená pri osobe „Daniil Huzenko“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Testovanie hybridného klaudu s využiťím kombinácie verejného a privátneho riešenia"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Daniil Huzenko je uvedený predbežný názov bakalárskej práce „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aká téma bakalárskej práce je uvedená pri osobe „Daniil Huzenko“?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.193247,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
      ],
      "first_model_latency_seconds": 1.804314,
      "tool_latency_seconds": 0.193247,
      "final_model_latency_seconds": 16.010114,
      "total_latency_seconds": 18.008238,
      "usage": {
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0368",
      "split": "dev",
      "category": "fact_start_year",
      "difficulty": "easy",
      "question": "V ktorom roku začal študovať Daniil Huzenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "2022"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Daniil Huzenko začal študovať v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku začal študovať Daniil Huzenko?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.125881,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
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      "first_model_latency_seconds": 1.808331,
      "tool_latency_seconds": 0.125881,
      "final_model_latency_seconds": 5.468869,
      "total_latency_seconds": 7.403367,
      "usage": {
        "prompt_tokens": 6274,
        "completion_tokens": 126,
        "total_tokens": 6400
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0369",
      "split": "dev",
      "category": "verification",
      "difficulty": "medium",
      "question": "Je pri osobe Daniil Huzenko uvedený rok začiatku štúdia 2022?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "2022"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Daniil Huzenko je uvedený rok začiatku štúdia 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Daniil Huzenko uvedený rok začiatku štúdia 2022?"
          },
          "latency_seconds": 0.347828,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
          ]
        }
      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
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      "total_latency_seconds": 16.584746,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0370",
      "split": "dev",
      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Daniil Huzenko uvedená bakalárska práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "2025"
      ],
      "should_answer": true,
      "note": null,
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      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku je pri osobe Daniil Huzenko uvedená bakalárska práca?",
            "limit": 5
          },
          "latency_seconds": 0.211165,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
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      ],
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      "tool_latency_seconds": 0.211165,
      "final_model_latency_seconds": 18.556904,
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      "usage": {
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      "source_match_count": 1,
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      "should_answer_ok": true,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0371",
      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Daniil Huzenko.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "2022",
        "2025"
      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Daniil Huzenko začal študovať v roku 2022 a vypracováva bakalársku prácu v roku 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Daniil Huzenko.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.14342,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "first_model_latency_seconds": 1.634989,
      "tool_latency_seconds": 0.14342,
      "final_model_latency_seconds": 11.698592,
      "total_latency_seconds": 13.477446,
      "usage": {
        "prompt_tokens": 14042,
        "completion_tokens": 131,
        "total_tokens": 14173
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0372",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2022 rokom záverečnej práce osoby Daniil Huzenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "2022",
        "2025"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2022 nie je rokom záverečnej práce Daniila Huzenka, ale rokom začiatku jeho štúdia; jeho bakalárska práca je evidovaná pre rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2022 rokom záverečnej práce osoby Daniil Huzenko?"
          },
          "latency_seconds": 0.368993,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "first_model_latency_seconds": 1.27049,
      "tool_latency_seconds": 0.368993,
      "final_model_latency_seconds": 10.551297,
      "total_latency_seconds": 12.191193,
      "usage": {
        "prompt_tokens": 12416,
        "completion_tokens": 125,
        "total_tokens": 12541
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
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      "source_match_count": 1,
      "source_required_count": 1,
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      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0373",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou Kubernetes a osobou Daniil Huzenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Daniil Huzenko",
        "Kubernetes"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Daniil Huzenko vypracováva bakalársku prácu s predbežným názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\", ktorej cieľom je vytvorenie vzdelávacích materiálov o Kubernetes a funkčného prototypu privátneho klastra Kubernetes.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou Kubernetes a osobou Daniil Huzenko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.215079,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
      ],
      "first_model_latency_seconds": 1.746947,
      "tool_latency_seconds": 0.215079,
      "final_model_latency_seconds": 16.646603,
      "total_latency_seconds": 18.609229,
      "usage": {
        "prompt_tokens": 19689,
        "completion_tokens": 180,
        "total_tokens": 19869
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0374",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou Raspberry Pi a osobou Daniil Huzenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Daniil Huzenko",
        "Raspberry Pi"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Daniil Huzenko vypracováva bakalársku prácu s predbežným názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\", ktorej súčasťou je zadanie zostaviť vlastný klaster z viacerých dosiek Raspberry Pi a vytvoriť k nemu funkčný prototyp privátneho klastra Kubernetes.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou Raspberry Pi a osobou Daniil Huzenko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.206237,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.77233,
      "tool_latency_seconds": 0.206237,
      "final_model_latency_seconds": 20.236326,
      "total_latency_seconds": 22.215532,
      "usage": {
        "prompt_tokens": 23769,
        "completion_tokens": 192,
        "total_tokens": 23961
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0375",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou hybridný cloud a osobou Daniil Huzenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Daniil Huzenko",
        "hybridný cloud"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Daniil Huzenko vypracováva bakalársku prácu s predbežným názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\", ktorá sa zameriava na vytvorenie vzdelávacích materiálov o Kubernetes a funkčného prototypu privátneho klastra Kubernetes v rámci hybridného cloudového prostredia.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou hybridný cloud a osobou Daniil Huzenko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.340593,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "first_model_latency_seconds": 1.786618,
      "tool_latency_seconds": 0.340593,
      "final_model_latency_seconds": 14.267581,
      "total_latency_seconds": 16.395268,
      "usage": {
        "prompt_tokens": 16369,
        "completion_tokens": 192,
        "total_tokens": 16561
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0376",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aký hardvér mal Daniil Huzenko použiť na vlastný klaster?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Raspberry PI"
      ],
      "should_answer": true,
      "note": null,
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Zdroje uvádzajú, že Daniil Huzenko mal zostaviť klaster z dosiek Raspberry Pi a že je potrebné do jeho práce zapísať informácie o hardvéri, ktorý dostal, ale samotný konkrétny zoznam alebo typ hardvéru (napr. model Raspberry Pi, počet uzlov) nie je v poskytnutých textoch explicitne uvedený.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký hardvér mal Daniil Huzenko použiť na vlastný klaster?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.22705,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.560032,
      "tool_latency_seconds": 0.22705,
      "final_model_latency_seconds": 18.986543,
      "total_latency_seconds": 20.774182,
      "usage": {
        "prompt_tokens": 21875,
        "completion_tokens": 205,
        "total_tokens": 22080
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": false,
      "should_answer_score": 0.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 0.75,
      "strict_pass": false,
      "error": null
    },
    {
      "id": "q0377",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Akým nástrojom mal Daniil Huzenko konfigurovať alebo resetovať klaster?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Ansible"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Daniil Huzenko mal podľa zadania svojej bakalárskej práce konfigurovať a resetovať klaster pomocou nástroja Ansible.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Akým nástrojom mal Daniil Huzenko konfigurovať alebo resetovať klaster?",
            "limit": 5,
            "max_per_document": 10,
            "published_only": true
          },
          "latency_seconds": 0.145143,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.860926,
      "tool_latency_seconds": 0.145143,
      "final_model_latency_seconds": 7.894545,
      "total_latency_seconds": 9.900982,
      "usage": {
        "prompt_tokens": 9183,
        "completion_tokens": 143,
        "total_tokens": 9326
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0378",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Nájdi dokument o osobe Ján Pták.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "Ján Pták"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pre osobu Ján Pták bol v ZP Wiki nájdený dokument o jeho diplomovom projekte s témou „Agent pre manažment záverečných prác\", pričom rok začiatku štúdia je uvedený ako 2022 a projekt je zaradený pod kategóriu pre rok 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi dokument o osobe Ján Pták.",
            "limit": 5
          },
          "latency_seconds": 0.1918,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"
      ],
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      "tool_latency_seconds": 0.1918,
      "final_model_latency_seconds": 15.575568,
      "total_latency_seconds": 17.023168,
      "usage": {
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        "completion_tokens": 145,
        "total_tokens": 18697
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0379",
      "split": "dev",
      "category": "fact_title",
      "difficulty": "easy",
      "question": "Aký je názov diplomový projekt osoby Ján Pták?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
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      "expected_answer_contains": [
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      "note": null,
      "answer": "Prácu s názvom „Agent pre manažment záverečných prác\" vypracúva Ján Pták v rámci diplomového projektu pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
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    {
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      "question": "Nájdi študenta alebo dokument, ktorý rieši tému „Agent pre manažment záverečných prác“.",
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      "note": null,
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      "should_answer": true,
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        {
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            "query": "Aká téma diplomového projektu je uvedená pri osobe „Ján Pták“?",
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      "question": "Je pri osobe Ján Pták uvedený rok začiatku štúdia 2022?",
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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    {
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      "should_answer": true,
      "note": null,
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    {
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      "split": "dev",
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      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Ján Pták.",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Osoba Ján Pták začala štúdium v roku 2022 a vypracováva diplomovú prácu v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
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          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
      ],
      "first_model_latency_seconds": 1.421723,
      "tool_latency_seconds": 0.581187,
      "final_model_latency_seconds": 24.699389,
      "total_latency_seconds": 26.703079,
      "usage": {
        "prompt_tokens": 30096,
        "completion_tokens": 117,
        "total_tokens": 30213
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0387",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2022 rokom záverečnej práce osoby Ján Pták?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "2022",
        "2026"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2022 nie je rokom záverečnej práce Jána Ptáka, ale je uvedený ako rok začiatku jeho štúdia, pričom jeho diplomový projekt je naplánovaný na rok 2026 (kategória dp2027).\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2022 rokom záverečnej práce osoby Ján Pták?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.202167,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.844167,
      "tool_latency_seconds": 0.202167,
      "final_model_latency_seconds": 11.680999,
      "total_latency_seconds": 13.727823,
      "usage": {
        "prompt_tokens": 13359,
        "completion_tokens": 171,
        "total_tokens": 13530
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0388",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou RAG a osobou Ján Pták?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "Ján Pták",
        "RAG"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Ján Pták vypracováva diplomový projekt s témou „Agent pre manažment záverečných prác\", ktorý priamo využíva technológiu RAG (Retrieval Augmented Generation) na vytvorenie agenta pre zlepšenie manažmentu záverečných prác v systéme ZP Wiki.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou RAG a osobou Ján Pták?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.210957,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "first_model_latency_seconds": 1.745808,
      "tool_latency_seconds": 0.210957,
      "final_model_latency_seconds": 15.810661,
      "total_latency_seconds": 17.767944,
      "usage": {
        "prompt_tokens": 18756,
        "completion_tokens": 172,
        "total_tokens": 18928
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0389",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou OpenWebUI a osobou Ján Pták?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "Ján Pták",
        "OpenWebUI"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Ján Pták vypracovával diplomový projekt s témou „Agent pre manažment záverečných prác\", pri ktorom je stanovené použitie rozhrania OpenWebUI.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou OpenWebUI a osobou Ján Pták?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.132681,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
      ],
      "first_model_latency_seconds": 1.782488,
      "tool_latency_seconds": 0.132681,
      "final_model_latency_seconds": 12.03728,
      "total_latency_seconds": 13.952886,
      "usage": {
        "prompt_tokens": 14419,
        "completion_tokens": 145,
        "total_tokens": 14564
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0390",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou Docker a osobou Ján Pták?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "Ján Pták",
        "Docker"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Dokument súvisiaci s osobou Ján Pták a témou Docker je jeho diplomový projekt z roku 2026 s názvom „Agent pre manažment záverečných prác\", kde je ako cieľ stanovené navrhnúť deployment pomocou Dockeru.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou Docker a osobou Ján Pták?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.26452,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.709669,
      "tool_latency_seconds": 0.26452,
      "final_model_latency_seconds": 14.418782,
      "total_latency_seconds": 16.393488,
      "usage": {
        "prompt_tokens": 17396,
        "completion_tokens": 160,
        "total_tokens": 17556
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0391",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aké používateľské rozhranie má Ján Pták použiť pre svojho agenta?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "OpenWebUI"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Ján Pták má pre svojho agenta použiť používateľské rozhranie OpenWebUI.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aké používateľské rozhranie má Ján Pták použiť pre svojho agenta?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.201674,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "first_model_latency_seconds": 1.803248,
      "tool_latency_seconds": 0.201674,
      "final_model_latency_seconds": 18.685687,
      "total_latency_seconds": 20.691264,
      "usage": {
        "prompt_tokens": 23346,
        "completion_tokens": 127,
        "total_tokens": 23473
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0392",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Akým spôsobom má Ján Pták implementovať synchronizáciu?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "WebHOOK"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Ján Pták má implementovať synchronizáciu pomocou WebHOOK, čo je súčasťou cieľov jeho diplomového projektu s témou „Agent pre manažment záverečných prác\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Akým spôsobom má Ján Pták implementovať synchronizáciu?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.34998,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "first_model_latency_seconds": 1.820136,
      "tool_latency_seconds": 0.34998,
      "final_model_latency_seconds": 14.010784,
      "total_latency_seconds": 16.181408,
      "usage": {
        "prompt_tokens": 17024,
        "completion_tokens": 147,
        "total_tokens": 17171
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0393",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Akú databázu a backend už Ján Pták podľa stavu používal?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
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      ],
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      "error": null
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    {
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      "split": "dev",
      "category": "verification",
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      "question": "Je pri osobe Rostyslav Rodzhuk uvedený rok začiatku štúdia 2023?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
        "2023"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Rostyslav Rodzhuk je uvedený rok začiatku štúdia 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Rostyslav Rodzhuk uvedený rok začiatku štúdia 2023?"
          },
          "latency_seconds": 0.22004,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
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            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
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    },
    {
      "id": "q0430",
      "split": "dev",
      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Rostyslav Rodzhuk uvedená bakalárska práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Rostyslav Rodzhuk je uvedená bakalárska práca v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
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          "name": "retrieve_zpwiki_context",
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            "query": "V ktorom roku je pri osobe Rostyslav Rodzhuk uvedená bakalárska práca?",
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            "published_only": false,
            "max_per_document": 1
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          "latency_seconds": 0.229931,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
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      "rag_source_urls": [
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    },
    {
      "id": "q0431",
      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Rostyslav Rodzhuk.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/rostyslav_rodzhuk/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "expected_answer_contains": [
        "2023",
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      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Rostyslav Rodzhuk začal študovať v roku 2023, pričom jeho diplomová práca (označená ako vp2025) a bakalárska práca (označená ako bp2026) sú spojené s rokmi záverečného vypracovania, konkrétne rokmi 2025 a 2026, nie s rokom začiatku štúdia.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Rostyslav Rodzhuk.",
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            "published_only": false,
            "max_per_document": 10
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          "latency_seconds": 0.157598,
          "source_urls": [
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        }
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      "rag_source_urls": [
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      "first_model_latency_seconds": 1.907824,
      "tool_latency_seconds": 0.157598,
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      "answer_contains_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
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      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2023 rokom záverečnej práce osoby Rostyslav Rodzhuk?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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        "2026"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Rok 2023 nie je rokom záverečnej práce Rostyslava Rodzhuka, ale rokom začiatku jeho štúdia, pričom jeho bakalárska práca je plánovaná na rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
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      "tool_calls": [
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          "latency_seconds": 0.149039,
          "source_urls": [
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        }
      ],
      "rag_source_urls": [
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0433",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou agent a osobou Rostyslav Rodzhuk?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/rostyslav_rodzhuk/README.md"
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
      "answer": "Študent Rostyslav Rodzhuk vypracováva bakalársku prácu s témou „Inteligentný agent pre podporu práce špeciálneho pedagóga\", ktorá spĺňa hľadané kritériá pre tému agenta a uvedenú osobu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
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      "tool_calls": [
        {
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            "query": "Ktorý dokument alebo študent súvisí s témou agent a osobou Rostyslav Rodzhuk?",
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          "latency_seconds": 0.175809,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/topics/faq",
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            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
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        }
      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0434",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou špeciálny pedagóg a osobou Rostyslav Rodzhuk?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/rostyslav_rodzhuk/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
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      "expected_answer_contains": [
        "Rostyslav Rodzhuk",
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      ],
      "should_answer": true,
      "note": null,
      "answer": "Študentom Rostyslavom Rodzhukom vypracovávaná bakalárska práca s názvom „Inteligentný agent pre podporu práce špeciálneho pedagóga\" priamo súvisí s témou špeciálny pedagóg a osobou Rostyslav Rodzhuk.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "query": "Ktorý dokument alebo študent súvisí s témou špeciálny pedagóg a osobou Rostyslav Rodzhuk?",
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            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.276024,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0435",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou LLM a osobou Rostyslav Rodzhuk?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "Rostyslav Rodzhuk",
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      "should_answer": true,
      "note": null,
      "answer": "Študent Rostyslav Rodzhuk pracuje na bakalárskej práci s názvom „Inteligentný agent pre podporu práce špeciálneho pedagóga\", ktorá využíva veľké jazykové modely (LLM) a témou je aj vedecký projekt „Veľký jazykový model ako inteligentný agent\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "query": "Ktorý dokument alebo študent súvisí s témou LLM a osobou Rostyslav Rodzhuk?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
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          "latency_seconds": 0.189173,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
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      "tool_latency_seconds": 0.189173,
      "final_model_latency_seconds": 14.19331,
      "total_latency_seconds": 16.172745,
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        "total_tokens": 16648
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "source_match_count": 1,
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      "error": null
    },
    {
      "id": "q0436",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Komu má pomáhať inteligentný agent Rostyslava Rodzhuka?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/rostyslav_rodzhuk/README.md"
      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "špeciálnemu pedagógovi"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Inteligentný agent, ktorý vyvíja Rostyslav Rodzhuk, má pomáhať špeciálnemu pedagógovi pri jeho práci.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Komu má pomáhať inteligentný agent Rostyslava Rodzhuka?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.226073,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "first_model_latency_seconds": 1.857973,
      "tool_latency_seconds": 0.226073,
      "final_model_latency_seconds": 6.399295,
      "total_latency_seconds": 8.483657,
      "usage": {
        "prompt_tokens": 7416,
        "completion_tokens": 148,
        "total_tokens": 7564
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0437",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Nájdi dokument o osobe Yevhenii Medushivskyi.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Yevhenii Medushivskyi"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Dokument o osobe Yevhenii Medushivskyi sa týka jeho bakalárskej práce z roku 2026 s témou „Získavanie textu z webových stránok\", pri ktorej študoval od roku 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi dokument o osobe Yevhenii Medushivskyi.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.161545,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
            "https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu",
            "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
        "https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu",
        "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov"
      ],
      "first_model_latency_seconds": 1.722199,
      "tool_latency_seconds": 0.161545,
      "final_model_latency_seconds": 16.316408,
      "total_latency_seconds": 18.200875,
      "usage": {
        "prompt_tokens": 19785,
        "completion_tokens": 167,
        "total_tokens": 19952
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0438",
      "split": "dev",
      "category": "fact_title",
      "difficulty": "easy",
      "question": "Aký je názov bakalárska práca osoby Yevhenii Medushivskyi?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Získavanie textu z webových stránok"
      ],
      "should_answer": true,
      "note": null,
      "answer": "V dostupných dokumentoch ZP Wiki sa pre osobu Yevhenii Medushivskyi nenašiel explicitne uvedený názov bakalárskej práce, ale je tam zaznamenaná téma práce „Získavanie textu z webových stránok\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký je názov bakalárska práca osoby Yevhenii Medushivskyi?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.1868,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "first_model_latency_seconds": 1.882088,
      "tool_latency_seconds": 0.1868,
      "final_model_latency_seconds": 18.842214,
      "total_latency_seconds": 20.911676,
      "usage": {
        "prompt_tokens": 22648,
        "completion_tokens": 175,
        "total_tokens": 22823
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0439",
      "split": "dev",
      "category": "reverse_lookup",
      "difficulty": "medium",
      "question": "Kto sa venuje práci s názvom „Získavanie textu z webových stránok“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Yevhenii Medushivskyi"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pracou s názvom „Získavanie textu z webových stránok\" sa zaoberá Yevhenii Medushivskyi v rámci svojej bakalárskej práce pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kto sa venuje práci s názvom „Získavanie textu z webových stránok“?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.44497,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.837439,
      "tool_latency_seconds": 0.44497,
      "final_model_latency_seconds": 24.432158,
      "total_latency_seconds": 26.715238,
      "usage": {
        "prompt_tokens": 29456,
        "completion_tokens": 160,
        "total_tokens": 29616
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0440",
      "split": "dev",
      "category": "topic_lookup",
      "difficulty": "medium",
      "question": "Nájdi študenta alebo dokument, ktorý rieši tému „Získavanie textu z webových stránok“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Yevhenii Medushivskyi",
        "Získavanie textu z webových stránok"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Yevhenii Medushivskyi rieši bakalársku prácu s témou „Získavanie textu z webových stránok“, kde má za úlohu vytvoriť a nasadiť webový crawler na sledovanie a sťahovanie slovenského internetu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi študenta alebo dokument, ktorý rieši tému „Získavanie textu z webových stránok“.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.4546,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.838642,
      "tool_latency_seconds": 0.4546,
      "final_model_latency_seconds": 25.710919,
      "total_latency_seconds": 28.004868,
      "usage": {
        "prompt_tokens": 30506,
        "completion_tokens": 175,
        "total_tokens": 30681
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0441",
      "split": "dev",
      "category": "paraphrase",
      "difficulty": "medium",
      "question": "Aká téma bakalárskej práce je uvedená pri osobe „Yevhenii Medushivskyi“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Získavanie textu z webových stránok"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Téma bakalárskej práce osoby Yevhenii Medushivskyi je „Získavanie textu z webových stránok“.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aká téma bakalárskej práce je uvedená pri osobe „Yevhenii Medushivskyi“?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.22826,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "first_model_latency_seconds": 1.689541,
      "tool_latency_seconds": 0.22826,
      "final_model_latency_seconds": 15.71222,
      "total_latency_seconds": 17.630568,
      "usage": {
        "prompt_tokens": 18917,
        "completion_tokens": 132,
        "total_tokens": 19049
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0442",
      "split": "dev",
      "category": "fact_start_year",
      "difficulty": "easy",
      "question": "V ktorom roku začal študovať Yevhenii Medushivskyi?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "2023"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Yevhenii Medushivskyi začal študovať v roku 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku začal študovať Yevhenii Medushivskyi?"
          },
          "latency_seconds": 0.28889,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.26113,
      "tool_latency_seconds": 0.28889,
      "final_model_latency_seconds": 14.640804,
      "total_latency_seconds": 16.191425,
      "usage": {
        "prompt_tokens": 17885,
        "completion_tokens": 97,
        "total_tokens": 17982
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0443",
      "split": "dev",
      "category": "verification",
      "difficulty": "medium",
      "question": "Je pri osobe Yevhenii Medushivskyi uvedený rok začiatku štúdia 2023?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "2023"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Yevhenii Medushivskyi je v ZP Wiki uvedený rok začiatku štúdia 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Yevhenii Medushivskyi uvedený rok začiatku štúdia 2023?",
            "limit": 5
          },
          "latency_seconds": 0.233998,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
      ],
      "first_model_latency_seconds": 1.560818,
      "tool_latency_seconds": 0.233998,
      "final_model_latency_seconds": 17.254536,
      "total_latency_seconds": 19.049942,
      "usage": {
        "prompt_tokens": 21162,
        "completion_tokens": 128,
        "total_tokens": 21290
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0444",
      "split": "dev",
      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Yevhenii Medushivskyi uvedená bakalárska práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "2026"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Yevhenii Medushivskyi je uvedená bakalárska práca v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku je pri osobe Yevhenii Medushivskyi uvedená bakalárska práca?",
            "limit": 5
          },
          "latency_seconds": 0.27666,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.473548,
      "tool_latency_seconds": 0.27666,
      "final_model_latency_seconds": 20.747888,
      "total_latency_seconds": 22.498704,
      "usage": {
        "prompt_tokens": 25652,
        "completion_tokens": 115,
        "total_tokens": 25767
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0445",
      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Yevhenii Medushivskyi.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Osoba Yevhenii Medushivskyi začala štúdium v roku 2023 a vypracovávala bakalársku prácu v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Yevhenii Medushivskyi.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.16817,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "first_model_latency_seconds": 1.940775,
      "tool_latency_seconds": 0.16817,
      "final_model_latency_seconds": 6.999538,
      "total_latency_seconds": 9.108758,
      "usage": {
        "prompt_tokens": 7709,
        "completion_tokens": 159,
        "total_tokens": 7868
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0446",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2023 rokom záverečnej práce osoby Yevhenii Medushivskyi?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2023 nie je rokom záverečnej práce Yevhenii Medushivskyi, ale rokom začiatku jej štúdia, pričom jej bakalárska práca je naplánovaná na rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2023 rokom záverečnej práce osoby Yevhenii Medushivskyi?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.315302,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.750035,
      "tool_latency_seconds": 0.315302,
      "final_model_latency_seconds": 16.293511,
      "total_latency_seconds": 18.359442,
      "usage": {
        "prompt_tokens": 19739,
        "completion_tokens": 163,
        "total_tokens": 19902
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0447",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou crawler a osobou Yevhenii Medushivskyi?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Yevhenii Medushivskyi",
        "crawler"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Yevhenii Medushivskyi vypracováva bakalársku prácu z roku 2026 s témou „Získavanie textu z webových stránok\", ktorej zadanie explicitne zahŕňa vytvorenie a nasadenie webového crawlera na sledovanie a sťahovanie slovenského internetu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou crawler a osobou Yevhenii Medushivskyi?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.218743,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "first_model_latency_seconds": 1.651968,
      "tool_latency_seconds": 0.218743,
      "final_model_latency_seconds": 15.622854,
      "total_latency_seconds": 17.494107,
      "usage": {
        "prompt_tokens": 18171,
        "completion_tokens": 175,
        "total_tokens": 18346
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0448",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou webový korpus a osobou Yevhenii Medushivskyi?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Yevhenii Medushivskyi",
        "webový korpus"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Yevhenii Medushivskyi vypracováva bakalársku prácu s témou „Získavanie textu z webových stránok\", ktorej súčasťou je aj vypracovanie prehľadu webových korpusov a metód ich tvorby.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou webový korpus a osobou Yevhenii Medushivskyi?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.413835,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "first_model_latency_seconds": 1.825738,
      "tool_latency_seconds": 0.413835,
      "final_model_latency_seconds": 18.749,
      "total_latency_seconds": 20.98914,
      "usage": {
        "prompt_tokens": 22535,
        "completion_tokens": 174,
        "total_tokens": 22709
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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        true
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0449",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou deduplikácia a osobou Yevhenii Medushivskyi?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Yevhenii Medushivskyi",
        "deduplikácia"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Yevhenii Medushivskyi vypracováva bakalársku prácu na tému „Získavanie textu z webových stránok\", v rámci ktorej má za úlohu zlepšiť deduplikáciu a odstraňovanie boilerplate (napríklad pomocou nástroja justext).\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou deduplikácia a osobou Yevhenii Medushivskyi?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.160357,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "first_model_latency_seconds": 1.858765,
      "tool_latency_seconds": 0.160357,
      "final_model_latency_seconds": 8.870811,
      "total_latency_seconds": 10.890207,
      "usage": {
        "prompt_tokens": 9358,
        "completion_tokens": 184,
        "total_tokens": 9542
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0450",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Približne koľko textu mal Yevhenii Medushivskyi zozbieraného v marci 2026?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "450MB"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Podľa záznamu zo stretnutia dňa 13. marca 2026 mal Yevhenii Medushivskyi zozbieraných približne 450 MB textu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Približne koľko textu mal Yevhenii Medushivskyi zozbieraného v marci 2026?",
            "published_only": true,
            "limit": 5,
            "max_per_document": 3
          },
          "latency_seconds": 0.164243,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0486",
      "split": "dev",
      "category": "verification",
      "difficulty": "medium",
      "question": "Je pri osobe Simona Bobrovčanová uvedený rok začiatku štúdia 2023?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "2023"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Simona Bobrovčanová je v dokumente ZP Wiki uvedený rok začiatku štúdia 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Simona Bobrovčanová uvedený rok začiatku štúdia 2023?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.303879,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "first_model_latency_seconds": 1.94043,
      "tool_latency_seconds": 0.303879,
      "final_model_latency_seconds": 13.121139,
      "total_latency_seconds": 15.365996,
      "usage": {
        "prompt_tokens": 16345,
        "completion_tokens": 149,
        "total_tokens": 16494
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0487",
      "split": "dev",
      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Simona Bobrovčanová uvedená bakalárska práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "2026"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Simona Bobrovčanová je v ZP Wiki uvedená bakalárska práca pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku je pri osobe Simona Bobrovčanová uvedená bakalárska práca?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.188873,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "first_model_latency_seconds": 1.809914,
      "tool_latency_seconds": 0.188873,
      "final_model_latency_seconds": 13.349555,
      "total_latency_seconds": 15.348826,
      "usage": {
        "prompt_tokens": 16353,
        "completion_tokens": 138,
        "total_tokens": 16491
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0488",
      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Simona Bobrovčanová.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Simona Bobrovčanová začala štúdium v roku 2023 a jej bakalárska práca je plánovaná na rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Simona Bobrovčanová.",
            "limit": 5
          },
          "latency_seconds": 0.202103,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/topics/legal",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/topics/legal",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "first_model_latency_seconds": 1.438274,
      "tool_latency_seconds": 0.202103,
      "final_model_latency_seconds": 13.06698,
      "total_latency_seconds": 14.707914,
      "usage": {
        "prompt_tokens": 16053,
        "completion_tokens": 122,
        "total_tokens": 16175
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0489",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2023 rokom záverečnej práce osoby Simona Bobrovčanová?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Rok 2023 nie je rokom záverečnej práce Simony Bobrovčanovej, ale rokom začiatku jej štúdia, pričom jej bakalárska práca je evidovaná pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2023 rokom záverečnej práce osoby Simona Bobrovčanová?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.250664,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "first_model_latency_seconds": 1.678177,
      "tool_latency_seconds": 0.250664,
      "final_model_latency_seconds": 12.251474,
      "total_latency_seconds": 14.180731,
      "usage": {
        "prompt_tokens": 14299,
        "completion_tokens": 153,
        "total_tokens": 14452
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0490",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou sumarizácia a osobou Simona Bobrovčanová?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "Simona Bobrovčanová",
        "sumarizácia"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Študentka Simona Bobrovčanová vypracováva bakalársku prácu na tému „Automatická sumarizácia slovenského textu\" v rámci projektu Legal Data Processing, kde sa zameriava na sumarizáciu právnych textov.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova\nhttps://zp.kemt.fei.tuke.sk/topics/legal",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou sumarizácia a osobou Simona Bobrovčanová?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.192563,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/topics/legal",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/topics/legal",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
      ],
      "first_model_latency_seconds": 1.790109,
      "tool_latency_seconds": 0.192563,
      "final_model_latency_seconds": 14.545422,
      "total_latency_seconds": 16.528583,
      "usage": {
        "prompt_tokens": 17003,
        "completion_tokens": 176,
        "total_tokens": 17179
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0491",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou slovenský text a osobou Simona Bobrovčanová?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "Simona Bobrovčanová",
        "slovenský text"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Simona Bobrovčanová vypracováva bakalársku prácu s názvom „Automatická sumarizácia slovenského textu\", ktorá sa zameriava na spracovanie slovenských textov, konkrétne právnych dokumentov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou slovenský text a osobou Simona Bobrovčanová?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.14589,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "first_model_latency_seconds": 1.832169,
      "tool_latency_seconds": 0.14589,
      "final_model_latency_seconds": 7.397495,
      "total_latency_seconds": 9.375827,
      "usage": {
        "prompt_tokens": 8325,
        "completion_tokens": 161,
        "total_tokens": 8486
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0492",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou právne dokumenty a osobou Simona Bobrovčanová?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "Simona Bobrovčanová",
        "právne dokumenty"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Simona Bobrovčanová vypracováva bakalársku prácu s témou „Automatická sumarizácia slovenského textu\", ktorej cieľom je zlepšiť spracovanie slovenských právnych textov, konkrétne vytvorením systému pre sumarizáciu rozsudkov a iných právnych dokumentov.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova\nhttps://zp.kemt.fei.tuke.sk/topics/legal",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou právne dokumenty a osobou Simona Bobrovčanová?",
            "limit": 5
          },
          "latency_seconds": 0.27352,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/topics/legal"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/topics/legal"
      ],
      "first_model_latency_seconds": 1.4062,
      "tool_latency_seconds": 0.27352,
      "final_model_latency_seconds": 20.333468,
      "total_latency_seconds": 22.01387,
      "usage": {
        "prompt_tokens": 24347,
        "completion_tokens": 167,
        "total_tokens": 24514
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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    {
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      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aký typ sumarizácie vyskúšala Simona Bobrovčanová pri dlhších textoch?",
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      "requested_model": "model120-fast",
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "hierarchická sumarizácia"
      ],
      "should_answer": true,
      "note": null,
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      "tool_calls": [
        {
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "should_answer": true,
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      "expected_answer_contains": [
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      "should_answer": true,
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      "expected_answer_contains": [
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      "rag_source_urls": [
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    {
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            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.159688,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "first_model_latency_seconds": 1.801754,
      "tool_latency_seconds": 0.159688,
      "final_model_latency_seconds": 7.214269,
      "total_latency_seconds": 9.176017,
      "usage": {
        "prompt_tokens": 8780,
        "completion_tokens": 127,
        "total_tokens": 8907
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      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0501",
      "split": "dev",
      "category": "verification",
      "difficulty": "medium",
      "question": "Je pri osobe Samuel Džurina uvedený rok začiatku štúdia 2023?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "2023"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Áno, pri osobe Samuel Džurina je v dokumente ZP Wiki explicitne uvedený rok začiatku štúdia 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je pri osobe Samuel Džurina uvedený rok začiatku štúdia 2023?",
            "limit": 5,
            "published_only": false
          },
          "latency_seconds": 0.292802,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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      "usage": {
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        "completion_tokens": 135,
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    },
    {
      "id": "q0502",
      "split": "dev",
      "category": "fact_work_year",
      "difficulty": "easy",
      "question": "V ktorom roku je pri osobe Samuel Džurina uvedená bakalárska práca?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "2026"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pri osobe Samuel Džurina je uvedená bakalárska práca v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V ktorom roku je pri osobe Samuel Džurina uvedená bakalárska práca?"
          },
          "latency_seconds": 0.217221,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
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      "final_model_latency_seconds": 19.569685,
      "total_latency_seconds": 21.001828,
      "usage": {
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        "completion_tokens": 93,
        "total_tokens": 24329
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      "should_answer_ok": true,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0503",
      "split": "dev",
      "category": "disambiguation_year",
      "difficulty": "hard",
      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Samuel Džurina.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
      "answer": "Samuel Džurina začal študovať v roku 2023 a vypracováva svoju bakalársku prácu v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Samuel Džurina.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.192267,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"
      ],
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      "tool_latency_seconds": 0.192267,
      "final_model_latency_seconds": 13.370188,
      "total_latency_seconds": 15.220972,
      "usage": {
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        "completion_tokens": 134,
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      "answer_matches": [
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      "should_answer_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0504",
      "split": "dev",
      "category": "adversarial_year",
      "difficulty": "hard",
      "question": "Je rok 2023 rokom záverečnej práce osoby Samuel Džurina?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
      "answer": "Nie, rok 2023 nie je rokom záverečnej práce Samuela Džurinu; rok 2023 je uvedený ako rok začiatku jeho štúdia, zatiaľ čo jeho bakalárska práca je evidovaná pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Je rok 2023 rokom záverečnej práce osoby Samuel Džurina?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.216939,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
      ],
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      "final_model_latency_seconds": 14.154331,
      "total_latency_seconds": 16.261251,
      "usage": {
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        "total_tokens": 17233
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0505",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou agent a osobou Samuel Džurina?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "Samuel Džurina",
        "agent"
      ],
      "should_answer": true,
      "note": null,
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      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou agent a osobou Samuel Džurina?",
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            "published_only": false,
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          },
          "latency_seconds": 0.188758,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/topics/legal",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/topics/legal",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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      "usage": {
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        "total_tokens": 20946
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0506",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou zásielková spoločnosť a osobou Samuel Džurina?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "Samuel Džurina",
        "zásielková spoločnosť"
      ],
      "should_answer": true,
      "note": null,
      "answer": "S Samuelom Džurinou súvisí bakalárska práca z roku 2026 s názvom „Dialógový systém pre podporu firemných procesov\", ktorej cieľom je vytvoriť inteligentného agenta pre podporu činnosti zásielkovej spoločnosti.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou zásielková spoločnosť a osobou Samuel Džurina?",
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            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.193014,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
      ],
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      "tool_latency_seconds": 0.193014,
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      "usage": {
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        "total_tokens": 19917
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0507",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý dokument alebo študent súvisí s témou dialógový systém a osobou Samuel Džurina?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      ],
      "should_answer": true,
      "note": null,
      "answer": "Študent Samuel Džurina vypracováva bakalársku prácu s témou Dialógový systém pre podporu firemných procesov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument alebo študent súvisí s témou dialógový systém a osobou Samuel Džurina?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
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          "latency_seconds": 0.24397,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
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    {
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      "split": "dev",
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      "difficulty": "medium",
      "question": "Akú firmu alebo typ firmy má podporovať agent Samuela Džurinu?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "zásielkovej spoločnosti"
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      "should_answer": true,
      "note": null,
      "answer": "Agent, ktorý vypracováva Samuel Džurina v rámci svojej bakalárskej práce, má podporovať špedičnú firmu alebo zásielkovú spoločnosť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "query": "Akú firmu alebo typ firmy má podporovať agent Samuela Džurinu?",
            "limit": 5,
            "published_only": true
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          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
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      "rag_source_urls": [
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    {
      "id": "q0509",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Akým spôsobom sa má agent Samuela Džurinu vyhodnotiť?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
      "answer": "Agenta Samuela Džurinu sa má vyhodnotiť formou dotazníka, ktorým sa identifikujú jeho slabé miesta a navrhujú sa príslušné zlepšenia.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
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      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "query": "Akým spôsobom sa má agent Samuela Džurinu vyhodnotiť?",
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          "source_urls": [
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    {
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      "question": "Nájdi dokument o stážistovi Oliver Pejic.",
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      "requested_model": "model120-fast",
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
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      "tool_called": true,
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      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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          "source_urls": [
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      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu",
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      "question": "V ktorom roku prebiehala stáž osoby Oliver Pejic?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
      "answer": "Stáž osoby Oliver Pejic prebiehala v roku 2024.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/oliver_pejic",
      "tool_called": true,
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      "tool_calls": [
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            "query": "V ktorom roku prebiehala stáž osoby Oliver Pejic?",
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            "published_only": true,
            "max_per_document": 1
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          "source_urls": [
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      "split": "dev",
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      "question": "Akému problému alebo téme sa venovala stáž osoby Oliver Pejic?",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "tool_call_count": 1,
      "tool_calls": [
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            "query": "Akému problému alebo téme sa venovala stáž osoby Oliver Pejic?",
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    {
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      "question": "Kto pracoval na téme Hate Speech a MTEB evaluácia?",
      "override_applied": false,
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      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "note": null,
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      "difficulty": "medium",
      "question": "Ktorá stáž osoby Oliver Pejic súvisela s témou Hate Speech?",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [
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      "note": null,
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    {
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      "question": "Ktorá stáž osoby Oliver Pejic súvisela s témou MTEB?",
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "Oliver Pejic",
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            "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic",
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            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
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      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
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      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorá stáž osoby Oliver Pejic súvisela s témou SentenceTransformer?",
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      "note": null,
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      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "query": "Ktorá stáž osoby Oliver Pejic súvisela s témou SentenceTransformer?",
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          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
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      "question": "Na akých dvoch MTEB úlohách mal Oliver Pejic pracovať?",
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      "note": null,
      "answer": "Oliver Pejic mal pri svojej stáži pracovať na vytvorení dvoch úloh pre MTEB framework: úlohe pre vyhodnocovanie detekcie nenávistných prejavov (Slovak HATE speech) a úlohe pre vyhodnocovanie systémovej schopnosti odpovedať na otázky (Slovak question answering).\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/oliver_pejic",
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            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
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      "rag_source_urls": [
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      "note": null,
      "answer": "Oliver Pejic mal naštudovať evaluačný framework MTEB (Massive Text Embedding Benchmark) v rámci prípravy na svoju stáž.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/oliver_pejic",
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            "query": "Aký evaluačný framework mal Oliver Pejic naštudovať?",
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      ],
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      "expected_answer_contains": [
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      "note": null,
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    },
    {
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          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
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      "usage": {
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        "completion_tokens": 182,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0580",
      "split": "dev",
      "category": "reverse_lookup",
      "difficulty": "medium",
      "question": "Kto pracoval na téme multilinguálna extrakcia trojíc z medicínskych dát?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Bogdan Paul Chiș"
      ],
      "should_answer": true,
      "note": null,
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi\nhttps://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov\nhttps://zp.kemt.fei.tuke.sk/students/2019/michal_stromko\nhttps://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka\nhttps://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kto pracoval na téme multilinguálna extrakcia trojíc z medicínskych dát?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.463401,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
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      "usage": {
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 0.0,
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      "source_match_count": 0,
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      "should_answer_score": 0.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
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      "error": null
    },
    {
      "id": "q0581",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorá stáž osoby Bogdan Paul Chiș súvisela s témou Triplet extraction?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Bogdan Paul Chiș",
        "Triplet extraction"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stáž osoby Bogdan Paul Chiș s témou Triplet extraction bola stáž ERASMUS v jarnom semestri 2026 s názvom (multilingual) Triplet extraction from medical data.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorá stáž osoby Bogdan Paul Chiș súvisela s témou Triplet extraction?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.233862,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
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      "first_model_latency_seconds": 1.775864,
      "tool_latency_seconds": 0.233862,
      "final_model_latency_seconds": 10.79347,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "error": null
    },
    {
      "id": "q0582",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorá stáž osoby Bogdan Paul Chiș súvisela s témou knowledge graph?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Bogdan Paul Chiș",
        "knowledge graph"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stáž osoby Bogdan Paul Chiș, ktorá sa uskutočnila v rámci programu Erasmus v jarnej sezóne 2026 a bola zameraná na tému viacerých jazykov, mala za cieľ vytvoriť znalostný graf (knowledge graph) z lekárskych príbalových letákov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorá stáž osoby Bogdan Paul Chiș súvisela s témou knowledge graph?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.23574,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
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      "first_model_latency_seconds": 1.806522,
      "tool_latency_seconds": 0.23574,
      "final_model_latency_seconds": 12.550011,
      "total_latency_seconds": 14.59278,
      "usage": {
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        "total_tokens": 14878
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0583",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorá stáž osoby Bogdan Paul Chiș súvisela s témou medical?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Bogdan Paul Chiș",
        "medical"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stáž osoby Bogdan Paul Chiș súvisela s témou medical v rámci ERASMUS stáže na jar 2026, ktorej názov bol „(multilingual) Triplet extraction from medical data\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorá stáž osoby Bogdan Paul Chiș súvisela s témou medical?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.163841,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"
      ],
      "first_model_latency_seconds": 1.745935,
      "tool_latency_seconds": 0.163841,
      "final_model_latency_seconds": 8.954726,
      "total_latency_seconds": 10.864903,
      "usage": {
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        "completion_tokens": 148,
        "total_tokens": 10621
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0584",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aká bola téma stáže Bogdana Paula Chișa?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Triplet extraction from medical data"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Téma stáže Bogdana Paula Chișa bola (multilingválne) extrakcia trojíc z medicínskych dát.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aká bola téma stáže Bogdana Paula Chișa?",
            "limit": 5
          },
          "latency_seconds": 0.377665,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "first_model_latency_seconds": 1.359127,
      "tool_latency_seconds": 0.377665,
      "final_model_latency_seconds": 10.916945,
      "total_latency_seconds": 12.654309,
      "usage": {
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        "total_tokens": 13562
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      "should_answer_ok": true,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0585",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Akými nástrojmi mal Bogdan Paul Chiș vyhodnocovať agenta?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "DeepEval",
        "RAGAS"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Bogdan Paul Chiș mal vyhodnocovať agenta pomocou nástrojov **DeepEval** alebo **RAGAS**.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Akými nástrojmi mal Bogdan Paul Chiș vyhodnocovať agenta?",
            "limit": 5
          },
          "latency_seconds": 0.28237,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
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      "first_model_latency_seconds": 1.40503,
      "tool_latency_seconds": 0.28237,
      "final_model_latency_seconds": 15.746806,
      "total_latency_seconds": 17.43482,
      "usage": {
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        "completion_tokens": 108,
        "total_tokens": 19660
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0586",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Z akého typu dokumentov mal Bogdan Paul Chiș zostaviť znalostný graf?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "medical package inserts"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Bogdan Paul Chiš mal zostaviť znalostný graf z **lekárskych príbalových letákov** (anglicky: medical package inserts) v rôznych jazykoch.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Z akého typu dokumentov mal Bogdan Paul Chiș zostaviť znalostný graf?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.199535,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
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      "first_model_latency_seconds": 1.82999,
      "tool_latency_seconds": 0.199535,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "should_answer_score": 1.0,
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      "error": null
    },
    {
      "id": "q0597",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "easy",
      "question": "Nájdi projektovú alebo informačnú stránku „Dialógový systém“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/chatbot/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "expected_answer_contains": [
        "Dialógový systém"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Projektová alebo informačná stránka s názvom „Dialógový systém\" sa nachádza na adrese https://zp.kemt.fei.tuke.sk/topics/chatbot.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/chatbot",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi projektovú alebo informačnú stránku „Dialógový systém“.",
            "limit": 5
          },
          "latency_seconds": 0.275731,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
      ],
      "first_model_latency_seconds": 1.383749,
      "tool_latency_seconds": 0.275731,
      "final_model_latency_seconds": 21.504489,
      "total_latency_seconds": 23.164701,
      "usage": {
        "prompt_tokens": 26621,
        "completion_tokens": 107,
        "total_tokens": 26728
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0598",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "medium",
      "question": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Dialógový systém“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/chatbot/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "expected_answer_contains": [
        "Dialógový systém"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Priamemu zameraniu sa na tému „Dialógový systém\" ako celkového projektu venuje dokument s názvom „Dialógový systém\", ktorý slúži ako projektová stránka pre úlohy týkajúce sa komunikácie občana s mestom.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/topics/chatbot",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Dialógový systém“?",
            "limit": 5
          },
          "latency_seconds": 0.315534,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
      ],
      "first_model_latency_seconds": 1.33053,
      "tool_latency_seconds": 0.315534,
      "final_model_latency_seconds": 22.327567,
      "total_latency_seconds": 23.974308,
      "usage": {
        "prompt_tokens": 26752,
        "completion_tokens": 126,
        "total_tokens": 26878
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
        true
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0599",
      "split": "dev",
      "category": "source_url",
      "difficulty": "easy",
      "question": "Aký source_url patrí k stránke „Dialógový systém“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/chatbot/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "expected_answer_contains": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stránke „Dialógový systém\" v ZP Wiki patrí zdrojová adresa https://zp.kemt.fei.tuke.sk/topics/chatbot.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/chatbot",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký source_url patrí k stránke „Dialógový systém“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.274091,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"
      ],
      "first_model_latency_seconds": 1.685024,
      "tool_latency_seconds": 0.274091,
      "final_model_latency_seconds": 22.170427,
      "total_latency_seconds": 24.130191,
      "usage": {
        "prompt_tokens": 27059,
        "completion_tokens": 124,
        "total_tokens": 27183
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0603",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aký framework má používať báza pravidiel projektu Dialógový systém?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/chatbot/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "expected_answer_contains": [
        "RASA"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Pre projekt Dialógový systém má byť báza pravidiel zostavená pre systém RASA.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/chatbot",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký framework má používať báza pravidiel projektu Dialógový systém?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.146733,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
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      "first_model_latency_seconds": 1.807285,
      "tool_latency_seconds": 0.146733,
      "final_model_latency_seconds": 10.016042,
      "total_latency_seconds": 11.970445,
      "usage": {
        "prompt_tokens": 12139,
        "completion_tokens": 119,
        "total_tokens": 12258
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0604",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "S akým ďalším typom systému sa má chatbot integrovať?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/chatbot/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "expected_answer_contains": [
        "QA systémom"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Podľa dostupných dokumentov sa chatbot má integrovať s QA systémom (systémom pre odpovede na otázky) a v niektorých konkrétnych prípadoch (napr. pri práci Martina Šarišského) aj s systémom PrivateGPT.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/topics/chatbot\nhttps://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky\nhttps://zp.kemt.fei.tuke.sk/topics/bert",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "S akým ďalším typom systému sa má chatbot integrovať?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.281861,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/topics/bert"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/topics/bert"
      ],
      "first_model_latency_seconds": 1.880004,
      "tool_latency_seconds": 0.281861,
      "final_model_latency_seconds": 12.127849,
      "total_latency_seconds": 14.290211,
      "usage": {
        "prompt_tokens": 13680,
        "completion_tokens": 204,
        "total_tokens": 13884
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0605",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Kto sú uvedení aktuálni riešitelia projektu Dialógový systém?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/chatbot/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "expected_answer_contains": [
        "Matej Ščišľak",
        "Martin Šarišský"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Aktuálnymi riešiteľmi projektu Dialógový systém sú Matej Ščišľak a Martin Šarišský.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/topics/chatbot",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kto sú uvedení aktuálni riešitelia projektu Dialógový systém?",
            "limit": 5,
            "max_per_document": 1,
            "published_only": false
          },
          "latency_seconds": 0.251903,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
      ],
      "first_model_latency_seconds": 1.847488,
      "tool_latency_seconds": 0.251903,
      "final_model_latency_seconds": 18.931245,
      "total_latency_seconds": 21.031233,
      "usage": {
        "prompt_tokens": 23704,
        "completion_tokens": 130,
        "total_tokens": 23834
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0615",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "easy",
      "question": "Nájdi projektovú alebo informačnú stránku „Question Answering“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "expected_answer_contains": [
        "Question Answering"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Projektová alebo informačná stránka s názvom „Question Answering\" sa nachádza na adrese https://zp.kemt.fei.tuke.sk/topics/question.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi projektovú alebo informačnú stránku „Question Answering“.",
            "limit": 5
          },
          "latency_seconds": 0.340453,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "first_model_latency_seconds": 1.413401,
      "tool_latency_seconds": 0.340453,
      "final_model_latency_seconds": 24.974662,
      "total_latency_seconds": 26.729315,
      "usage": {
        "prompt_tokens": 30595,
        "completion_tokens": 102,
        "total_tokens": 30697
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0616",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "medium",
      "question": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Question Answering“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "expected_answer_contains": [
        "Question Answering"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Dokument v ZP Wiki, ktorý sa priamo venuje téme „Question Answering\", sa nazýva „Question Answering\" a ide o projektový dokument zameraný na vytvorenie kópie SQuaD 2.0 v slovenskom jazyku a na anotáciu dát zo slovenskej Wikipédie.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Question Answering“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.074756,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/question"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "first_model_latency_seconds": 1.727613,
      "tool_latency_seconds": 0.074756,
      "final_model_latency_seconds": 6.403993,
      "total_latency_seconds": 8.206676,
      "usage": {
        "prompt_tokens": 6354,
        "completion_tokens": 166,
        "total_tokens": 6520
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0617",
      "split": "dev",
      "category": "source_url",
      "difficulty": "easy",
      "question": "Aký source_url patrí k stránke „Question Answering“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "expected_answer_contains": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stránke „Question Answering\" patrí zdrojová URL adresa https://zp.kemt.fei.tuke.sk/topics/question.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký source_url patrí k stránke „Question Answering“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.351281,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "first_model_latency_seconds": 1.660333,
      "tool_latency_seconds": 0.351281,
      "final_model_latency_seconds": 25.711657,
      "total_latency_seconds": 27.724054,
      "usage": {
        "prompt_tokens": 31992,
        "completion_tokens": 115,
        "total_tokens": 32107
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0621",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aký dataset chce projekt Question Answering vytvoriť v slovenskom jazyku?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "expected_answer_contains": [
        "SQuaD 2.0"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Projekt Question Answering plánuje vytvoriť klon datasetu SQuAD 2.0 v slovenskom jazyku, ktorý bude založený na anotáciách dát zo slovenskej Wikipédie.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký dataset chce projekt Question Answering vytvoriť v slovenskom jazyku?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.282594,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"
      ],
      "first_model_latency_seconds": 1.64577,
      "tool_latency_seconds": 0.282594,
      "final_model_latency_seconds": 22.638781,
      "total_latency_seconds": 24.567817,
      "usage": {
        "prompt_tokens": 27242,
        "completion_tokens": 131,
        "total_tokens": 27373
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0622",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aký anotačný nástroj používa projekt Question Answering?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "expected_answer_contains": [
        "Prodigy"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Projekt Question Answering používa na anotáciu nástroj Prodigy, ktorý je sprevádzaný vlastnými receptami pre anotáciu otázok a odpovedí.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký anotačný nástroj používa projekt Question Answering?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.246309,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/topics/question/navod",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/topics/question/navod",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.584291,
      "tool_latency_seconds": 0.246309,
      "final_model_latency_seconds": 19.643114,
      "total_latency_seconds": 21.474341,
      "usage": {
        "prompt_tokens": 24149,
        "completion_tokens": 117,
        "total_tokens": 24266
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0623",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Aký má byť formát finálneho exportu QA databázy?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "expected_answer_contains": [
        "SQUAD"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Finálny export QA databázy by mal byť v formáte SQUAD.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký má byť formát finálneho exportu QA databázy?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.324549,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.590075,
      "tool_latency_seconds": 0.324549,
      "final_model_latency_seconds": 15.802151,
      "total_latency_seconds": 17.717321,
      "usage": {
        "prompt_tokens": 19775,
        "completion_tokens": 99,
        "total_tokens": 19874
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0624",
      "split": "dev",
      "category": "specific_fact",
      "difficulty": "medium",
      "question": "Koľko otázok má vzniknúť pre každý odsek pri anotácii otázok?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "expected_answer_contains": [
        "5"
      ],
      "should_answer": true,
      "note": null,
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Zdroje uvádzajú, že k odseku sa má vytvoriť jedna otázka a k nej jedna odpoveď, prípadne pri automatizovanom generovaní otázok môžu k jednému odseku vzniknúť viaceré otázky, ale špecifické pravidlo o počte otázok presne pre každý odsek pri ručnej anotácii nie je v poskytnutom kontexte explicitne definované.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question/navod",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko otázok má vzniknúť pre každý odsek pri anotácii otázok?"
          },
          "latency_seconds": 0.334341,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/question/nezodpovedatelne",
            "https://zp.kemt.fei.tuke.sk/topics/question/navod",
            "https://zp.kemt.fei.tuke.sk/topics/question/validacie",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question/nezodpovedatelne",
        "https://zp.kemt.fei.tuke.sk/topics/question/navod",
        "https://zp.kemt.fei.tuke.sk/topics/question/validacie",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.28156,
      "tool_latency_seconds": 0.334341,
      "final_model_latency_seconds": 25.515475,
      "total_latency_seconds": 27.132142,
      "usage": {
        "prompt_tokens": 29650,
        "completion_tokens": 185,
        "total_tokens": 29835
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        false
      ],
      "answer_contains_score": 0.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": false,
      "should_answer_score": 0.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 0.5,
      "strict_pass": false,
      "error": null
    },
    {
      "id": "q0632",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "easy",
      "question": "Nájdi projektovú alebo informačnú stránku „Strojový preklad“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/translation/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/translation"
      ],
      "expected_answer_contains": [
        "Strojový preklad"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Projektová alebo informačná stránka s názvom „Strojový preklad\" sa nachádza na adrese https://zp.kemt.fei.tuke.sk/topics/translation a obsahuje prehľad o študentoch a témach spojených so štatistickým a neurónovým strojovým prekladom.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/topics/translation",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi projektovú alebo informačnú stránku „Strojový preklad“.",
            "limit": 10,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.784642,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin/tp20",
            "https://zp.kemt.fei.tuke.sk/topics/translation",
            "https://zp.kemt.fei.tuke.sk/topics/otvorene",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin/tp20",
        "https://zp.kemt.fei.tuke.sk/topics/translation",
        "https://zp.kemt.fei.tuke.sk/topics/otvorene",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.831234,
      "tool_latency_seconds": 0.784642,
      "final_model_latency_seconds": 44.982269,
      "total_latency_seconds": 47.599497,
      "usage": {
        "prompt_tokens": 52039,
        "completion_tokens": 164,
        "total_tokens": 52203
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0633",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "medium",
      "question": "Ktorá tematická stránka ZP Wiki, nie študentská práca, sa priamo venuje téme „Strojový preklad“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/translation/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/translation"
      ],
      "expected_answer_contains": [
        "Strojový preklad"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Tematáckou stránkou ZP Wiki, ktorá sa priamo venuje téme „Strojový preklad\" a nie je študentskou prácou, je stránka s názvom „Strojový preklad\" nachádzajúca sa pod cestou `pages/topics/translation`.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/translation",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorá tematická stránka ZP Wiki, nie študentská práca, sa priamo venuje téme „Strojový preklad“?",
            "limit": 5,
            "max_per_document": 10,
            "published_only": true
          },
          "latency_seconds": 0.587275,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/translation",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/translation",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
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      "first_model_latency_seconds": 1.865435,
      "tool_latency_seconds": 0.587275,
      "final_model_latency_seconds": 24.701052,
      "total_latency_seconds": 27.154431,
      "usage": {
        "prompt_tokens": 29062,
        "completion_tokens": 161,
        "total_tokens": 29223
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0634",
      "split": "dev",
      "category": "source_url",
      "difficulty": "easy",
      "question": "Aký source_url patrí k stránke „Strojový preklad“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/translation/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/translation"
      ],
      "expected_answer_contains": [
        "https://zp.kemt.fei.tuke.sk/topics/translation"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stránke s názvom „Strojový preklad\" patrí zdrojový odkaz https://zp.kemt.fei.tuke.sk/topics/translation.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/translation",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký source_url patrí k stránke „Strojový preklad“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.448867,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/translation",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/translation",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
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      "first_model_latency_seconds": 1.697807,
      "tool_latency_seconds": 0.448867,
      "final_model_latency_seconds": 22.961446,
      "total_latency_seconds": 25.108812,
      "usage": {
        "prompt_tokens": 28023,
        "completion_tokens": 123,
        "total_tokens": 28146
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0637",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "easy",
      "question": "Nájdi projektovú alebo informačnú stránku „Pomenované entity“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/named-entity/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity"
      ],
      "expected_answer_contains": [
        "Pomenované entity"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Hľadanú projektovú stránku s názvom „Pomenované entity\" nájdete na adrese https://zp.kemt.fei.tuke.sk/topics/named-entity. Táto stránka dokumentuje projekt zameraný na rozpoznávanie pomenovaných entít (NER), vrátane úloh ako príprava dát, anotačná schéma a nasadenie aplikácie pre anotáciu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/named-entity",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi projektovú alebo informačnú stránku „Pomenované entity“.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.195736,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/named-entity",
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            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
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      "tool_latency_seconds": 0.195736,
      "final_model_latency_seconds": 19.384636,
      "total_latency_seconds": 21.363176,
      "usage": {
        "prompt_tokens": 22622,
        "completion_tokens": 185,
        "total_tokens": 22807
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "source_matches": [
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0638",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "medium",
      "question": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Pomenované entity“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/named-entity/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity"
      ],
      "expected_answer_contains": [
        "Pomenované entity"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Priamym dokumentom, ktorý sa v ZP Wiki venuje téme „Pomenované entity“ a slúži ako informačná stránka projektu, je dokument s názvom „Pomenované entity“ (anglicky named-entity).\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/named-entity",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Pomenované entity“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 3
          },
          "latency_seconds": 0.175305,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/named-entity",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
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      "first_model_latency_seconds": 1.737333,
      "tool_latency_seconds": 0.175305,
      "final_model_latency_seconds": 13.138427,
      "total_latency_seconds": 15.051492,
      "usage": {
        "prompt_tokens": 15869,
        "completion_tokens": 145,
        "total_tokens": 16014
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0639",
      "split": "dev",
      "category": "source_url",
      "difficulty": "easy",
      "question": "Aký source_url patrí k stránke „Pomenované entity“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/named-entity/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity"
      ],
      "expected_answer_contains": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stránke „Pomenované entity\" patrí zdrojový URL https://zp.kemt.fei.tuke.sk/topics/named-entity.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/named-entity",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký source_url patrí k stránke „Pomenované entity“?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.221893,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/named-entity",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
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      "tool_latency_seconds": 0.221893,
      "final_model_latency_seconds": 19.59224,
      "total_latency_seconds": 21.303546,
      "usage": {
        "prompt_tokens": 24583,
        "completion_tokens": 106,
        "total_tokens": 24689
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0651",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "easy",
      "question": "Nájdi projektovú alebo informačnú stránku „Anotácia textových dát“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
        "Anotácia textových dát"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Projektová alebo informačná stránka s názvom „Anotácia textových dát\" sa nachádza na adrese https://zp.kemt.fei.tuke.sk/topics/prodigy, kde sú uvedené nástroje, postup a riešitelia tohto projektu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/prodigy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi projektovú alebo informačnú stránku „Anotácia textových dát“.",
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            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.304613,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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        }
      ],
      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
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      "final_model_latency_seconds": 21.886476,
      "total_latency_seconds": 24.034192,
      "usage": {
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0652",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "medium",
      "question": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Anotácia textových dát“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/prodigy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/prodigy"
      ],
      "expected_answer_contains": [
        "Anotácia textových dát"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Dokument v ZP Wiki, ktorý sa priamo venuje téme „Anotácia textových dát“, má presne tento názov a je dostupný na stránke https://zp.kemt.fei.tuke.sk/topics/prodigy.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/prodigy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Anotácia textových dát“?",
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            "published_only": false,
            "max_per_document": 1
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          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod"
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      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
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      "usage": {
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "returned_no_answer": false,
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      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0653",
      "split": "dev",
      "category": "source_url",
      "difficulty": "easy",
      "question": "Aký source_url patrí k stránke „Anotácia textových dát“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/prodigy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/prodigy"
      ],
      "expected_answer_contains": [
        "https://zp.kemt.fei.tuke.sk/topics/prodigy"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stránke „Anotácia textových dát\" patrí zdrojová URL https://zp.kemt.fei.tuke.sk/topics/prodigy.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/prodigy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký source_url patrí k stránke „Anotácia textových dát“?"
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          "latency_seconds": 0.21276,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/topics/resources",
            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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        }
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      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/topics/resources",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
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      "first_model_latency_seconds": 1.153487,
      "tool_latency_seconds": 0.21276,
      "final_model_latency_seconds": 17.948375,
      "total_latency_seconds": 19.315366,
      "usage": {
        "prompt_tokens": 22277,
        "completion_tokens": 87,
        "total_tokens": 22364
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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        true
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      "answer_contains_score": 1.0,
      "source_matches": [
        true
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      "source_match_count": 1,
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      "should_answer_score": 1.0,
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    },
    {
      "id": "q0659",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "easy",
      "question": "Nájdi projektovú alebo informačnú stránku „Slovenské jazykové zdroje“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/resources/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/resources"
      ],
      "expected_answer_contains": [
        "Slovenské jazykové zdroje"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Informačná stránka „Slovenské jazykové zdroje\" je dostupná na adrese https://zp.kemt.fei.tuke.sk/topics/resources, kde sú zozbierané rôzne zdroje, nástroje a databázy pre spracovanie slovenského jazyka.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/resources",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi projektovú alebo informačnú stránku „Slovenské jazykové zdroje“.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.06592,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/resources"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/resources"
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      "first_model_latency_seconds": 1.879911,
      "tool_latency_seconds": 0.06592,
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      "usage": {
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        "total_tokens": 6965
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0660",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "medium",
      "question": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Slovenské jazykové zdroje“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/resources/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/resources"
      ],
      "expected_answer_contains": [
        "Slovenské jazykové zdroje"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Dokument v ZP Wiki, ktorý sa priamo venuje téme „Slovenské jazykové zdroje\", sa nazýva „Slovenské jazykové zdroje\" a autorom dokumentu je Daniel Hladek.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/resources",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Slovenské jazykové zdroje“?",
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            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.06825,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/resources"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/resources"
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      "first_model_latency_seconds": 1.802199,
      "tool_latency_seconds": 0.06825,
      "final_model_latency_seconds": 5.819803,
      "total_latency_seconds": 7.690564,
      "usage": {
        "prompt_tokens": 6703,
        "completion_tokens": 148,
        "total_tokens": 6851
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0661",
      "split": "dev",
      "category": "source_url",
      "difficulty": "easy",
      "question": "Aký source_url patrí k stránke „Slovenské jazykové zdroje“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/resources/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/resources"
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      "expected_answer_contains": [
        "https://zp.kemt.fei.tuke.sk/topics/resources"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stránke s názvom „Slovenské jazykové zdroje\" patrí zdrojová adresa https://zp.kemt.fei.tuke.sk/topics/resources.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/resources",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký source_url patrí k stránke „Slovenské jazykové zdroje“?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.226425,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/resources",
            "https://zp.kemt.fei.tuke.sk/topics/nlp",
            "https://zp.kemt.fei.tuke.sk/topics/bert",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/resources",
        "https://zp.kemt.fei.tuke.sk/topics/nlp",
        "https://zp.kemt.fei.tuke.sk/topics/bert",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
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      "first_model_latency_seconds": 1.565589,
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      "usage": {
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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    },
    {
      "id": "q0675",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "easy",
      "question": "Nájdi projektovú alebo informačnú stránku „Anotácia otázok a odpovedí“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question/navod"
      ],
      "expected_answer_contains": [
        "Anotácia otázok a odpovedí"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Informačná stránka s názvom „Anotácia otázok a odpovedí\", ktorá obsahuje návod pre anotátorov, sa nachádza na adrese https://zp.kemt.fei.tuke.sk/topics/question/navod.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question/navod",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi projektovú alebo informačnú stránku „Anotácia otázok a odpovedí“.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.276779,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/topics/question/validacie"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question/navod",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/topics/question/validacie"
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      "first_model_latency_seconds": 1.852549,
      "tool_latency_seconds": 0.276779,
      "final_model_latency_seconds": 21.91957,
      "total_latency_seconds": 24.049571,
      "usage": {
        "prompt_tokens": 26611,
        "completion_tokens": 150,
        "total_tokens": 26761
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0676",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "medium",
      "question": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Anotácia otázok a odpovedí“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/navod/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question/navod"
      ],
      "expected_answer_contains": [
        "Anotácia otázok a odpovedí"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Dokument v ZP Wiki, ktorý sa priamo venuje téme „Anotácia otázok a odpovedí\", má názov „Anotácia otázok a odpovedí\" a poskytuje návod pre anotátorov vrátane vysvetlenia, ako tvoriť príklady s otázkou a odpoveďou a ako vyznačovať odpovede.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question/navod",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Anotácia otázok a odpovedí“?",
            "published_only": true,
            "limit": 5
          },
          "latency_seconds": 0.307235,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/question/navod",
            "https://zp.kemt.fei.tuke.sk/topics/question/validacie",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question/navod",
        "https://zp.kemt.fei.tuke.sk/topics/question/validacie",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
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      "first_model_latency_seconds": 1.659895,
      "tool_latency_seconds": 0.307235,
      "final_model_latency_seconds": 22.203595,
      "total_latency_seconds": 24.171389,
      "usage": {
        "prompt_tokens": 26120,
        "completion_tokens": 169,
        "total_tokens": 26289
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "should_answer_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0677",
      "split": "dev",
      "category": "source_url",
      "difficulty": "easy",
      "question": "Aký source_url patrí k stránke „Anotácia otázok a odpovedí“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/question/navod/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question/navod"
      ],
      "expected_answer_contains": [
        "https://zp.kemt.fei.tuke.sk/topics/question/navod"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stránka s názvom „Anotácia otázok a odpovedí\" patrí k zdrojovej adrese https://zp.kemt.fei.tuke.sk/topics/question/navod.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question/navod",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký source_url patrí k stránke „Anotácia otázok a odpovedí“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.239963,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/question/navod",
            "https://zp.kemt.fei.tuke.sk/topics/question/validacie",
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/resources"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/question/navod",
        "https://zp.kemt.fei.tuke.sk/topics/question/validacie",
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/resources"
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      "first_model_latency_seconds": 1.762717,
      "tool_latency_seconds": 0.239963,
      "final_model_latency_seconds": 17.272564,
      "total_latency_seconds": 19.275922,
      "usage": {
        "prompt_tokens": 21077,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0684",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "easy",
      "question": "Nájdi projektovú alebo informačnú stránku „Anotácia pomenovaných entít“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/named-entity/navod/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod"
      ],
      "expected_answer_contains": [
        "Anotácia pomenovaných entít"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Hľadaná projektová a informačná stránka s názvom „Anotácia pomenovaných entít\" sa nachádza na webovej adrese https://zp.kemt.fei.tuke.sk/topics/named-entity/navod.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi projektovú alebo informačnú stránku „Anotácia pomenovaných entít“.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.12103,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/topics/otvorene",
            "https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/topics/spacy",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/topics/otvorene",
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      "first_model_latency_seconds": 1.876276,
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      "total_latency_seconds": 18.358713,
      "usage": {
        "prompt_tokens": 19789,
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      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "source_url_score": 1.0,
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      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0685",
      "split": "dev",
      "category": "topic_page_lookup",
      "difficulty": "medium",
      "question": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Anotácia pomenovaných entít“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod"
      ],
      "expected_answer_contains": [
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      "should_answer": true,
      "note": null,
      "answer": "Dokument v ZP Wiki, ktorý sa priamo venuje téme „Anotácia pomenovaných entít“, je názvom „Anotácia pomenovaných entít“ a nachádza sa na adrese https://zp.kemt.fei.tuke.sk/topics/named-entity/navod. Tento dokument obsahuje návod pre anotátorov, vysvetľuje úlohu označovania vlastných podstatných mena (ako sú mená osôb, miest, organizácií) a poskytuje informácie o anotačných dávkach.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý dokument v ZP Wiki sa priamo venuje téme „Anotácia pomenovaných entít“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.072775,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
            "https://zp.kemt.fei.tuke.sk/topics/spacy"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/topics/spacy"
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      "first_model_latency_seconds": 1.789767,
      "tool_latency_seconds": 0.072775,
      "final_model_latency_seconds": 9.17787,
      "total_latency_seconds": 11.040733,
      "usage": {
        "prompt_tokens": 9305,
        "completion_tokens": 215,
        "total_tokens": 9520
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0686",
      "split": "dev",
      "category": "source_url",
      "difficulty": "easy",
      "question": "Aký source_url patrí k stránke „Anotácia pomenovaných entít“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/topics/named-entity/navod/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod"
      ],
      "expected_answer_contains": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Stránke „Anotácia pomenovaných entít\" patrí zdrojová adresa https://zp.kemt.fei.tuke.sk/topics/named-entity/navod.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký source_url patrí k stránke „Anotácia pomenovaných entít“?",
            "limit": 5,
            "max_per_document": 1,
            "published_only": false
          },
          "latency_seconds": 0.121508,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
            "https://zp.kemt.fei.tuke.sk/topics/spacy",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/topics/resources",
            "https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/topics/spacy",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/topics/resources",
        "https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets"
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      "tool_latency_seconds": 0.121508,
      "final_model_latency_seconds": 15.8206,
      "total_latency_seconds": 17.676321,
      "usage": {
        "prompt_tokens": 19746,
        "completion_tokens": 132,
        "total_tokens": 19878
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      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0687",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Nájdi viacero dokumentov, ktoré riešia RAG alebo GraphRAG.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md",
        "pages/students/2022/jan_malinovsky/README.md",
        "pages/students/2022/valerii_kutsenko/README.md",
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "RAG",
        "GraphRAG"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Viaceré dokumenty v ZP Wiki riešia témy RAG alebo GraphRAG, vrátane diplomovej práce Oleh Poiasnika s názvom „Expertný agentový systém na podporu rozhodovania v lekárni\", ktorá využíva systémy ako LightRAG a študuje GraphRAG, a diplomovej práce Mateja Ščišľaka s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií\", ktorá implementuje GraphRAG pomocou FAISS a Neo4J. Ďalej sa tieto technológie spomínajú v diplomovom projekte Jána Malinovského s témou „Grafové vyhľadávanie pre podporu vzdelávania\", v diplomovom projekte Jána Ptáka „Agent pre manažment záverečných prác\", v bakalárskej práci Maksyma Zatirky „Grafová databáza pre podporu generovania slovenského jazyka\", v stážovom dokumente Bogdana Paula Chiša zameranom na extrakciu trojíc z medicínskych dát a v diplomovom projekte Martina Šarišského, ktorý skúma využitie znalostných grafov na vylepšenie vyhľadávania v zákonoch.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_scislak\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_ptak\nhttps://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka\nhttps://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis\nhttps://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi viacero dokumentov, ktoré riešia RAG alebo GraphRAG.",
            "limit": 10,
            "published_only": true
          },
          "latency_seconds": 0.402046,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"
      ],
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      "tool_latency_seconds": 0.402046,
      "final_model_latency_seconds": 32.305156,
      "total_latency_seconds": 34.320062,
      "usage": {
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      "answer_matches": [
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      "source_matches": [
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        true
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      "source_match_count": 3,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0688",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Nájdi dokumenty, ktoré spájajú znalostné grafy s RAG alebo inteligentnými agentmi.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_malinovsky/README.md",
        "pages/students/2022/valerii_kutsenko/README.md",
        "pages/students/2022/oleh_poiasnik/README.md",
        "pages/students/2021/matej_scislak/README.md",
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "znalostný graf",
        "RAG",
        "agent"
      ],
      "should_answer": true,
      "note": null,
      "answer": "V dokumentoch ZP Wiki sa nachádza niekoľko študentských prác, ktoré skúmajú a implementujú spojenie znalostných grafov s RAG (Retrieval Augmented Generation) alebo inteligentnými agentmi. Martin Šarišský v rámci diplomového projektu skúma, ako znalostný graf vylepšuje vyhľadávanie v zákonoch pomocou Graph RAG a navrhuje agenta riešiacemu právne problémy. Valerii Kutsenko pracuje na agentovi, ktorý buduje a využíva znalostný graf pri vyhľadávaní s cieľom zlepšiť generovanie odpovedí, pričom testuje aj systémy ako LightRAG a MiniRAG. Matej Ščišľak vyvíja systém GraphRAG kombinujúci FAISS a Neo4J pre vyhľadávanie v právnych informáciách a generovanie odpovedí inteligentným agentom. Oleh Poiasnik vytvára expertný agentný systém pre lekárne, ktorý využíva znalostný graf zostavený z liekových letákov na podporu rozhodovania. Ján Pták a Ján Malinovský sa zameriavajú na využitie znalostných grafov a GraphRAG na zlepšenie vysvetliteľnosti jazykových modelov a podporu vzdelávania pomocou agentov. Bogdan Paul Chiš v rámci praxe pracuje na multilinguálnom znalostnom grafe z medicínskych dát pre inteligentného agenta odporúčajúceho lieky. Oleksandr Hryshchenko skúma využitie grafových neurónových sietí a RAG na získavanie informácií zo slabo štruktúrovaných dokumentov. Maksym Zatirka v bakalárskej práci navrhuje inteligentného agenta využívajúceho znalostný graf pre slovenské právo na vyhľadávanie a generovanie odpovedí.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky\nhttps://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_scislak\nhttps://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_ptak\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky\nhttps://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis\nhttps://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko\nhttps://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Nájdi dokumenty, ktoré spájajú znalostné grafy s RAG alebo inteligentnými agentmi.",
            "limit": 10,
            "published_only": true,
            "max_per_document": 2
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          "latency_seconds": 0.488764,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
      ],
      "first_model_latency_seconds": 1.852147,
      "tool_latency_seconds": 0.488764,
      "final_model_latency_seconds": 46.416124,
      "total_latency_seconds": 48.758018,
      "usage": {
        "prompt_tokens": 43414,
        "completion_tokens": 730,
        "total_tokens": 44144
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 5,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
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    {
      "id": "q0689",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Ktoré dokumenty sa venujú rozpoznávaniu pomenovaných entít alebo ich anotácii?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jakub_maruniak/README.md",
        "pages/students/2019/artem_yatsenko/README.md",
        "pages/interns/cesar_gutierrez/README.md",
        "pages/topics/named-entity/README.md",
        "pages/topics/named-entity/navod/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod"
      ],
      "expected_answer_contains": [
        "pomenované entity",
        "NER"
      ],
      "should_answer": true,
      "note": null,
      "answer": "Dokumenty týkajúce sa rozpoznávania pomenovaných entít a ich anotácie zahŕňajú témy „Pomenované entity“ a „Anotácia pomenovaných entít\", ktoré sa venujú príprave dát, anotačnej schéme a manuálnej anotácii. Medzi študentské práce patriace do tejto oblasti patria bakalárska práca Artema Yatsenka s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku\", bakalárska práca Ediza Morochoviča s názvom „Štatistické rozpoznávanie pomenovaných entít\" a diplomová práca Jakuba Maruniaka s návrhom názvu „Anotácia a rozpoznávanie pomenovaných entít v slovenskom jazyku\". Ďalej sa touto problematikou zaoberá bakalársky projekt Thana Trung Thanhho s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku pomocou nástrojov Spacy a Prodigy\" a bakalárska práca Serhiiho Yemetsoho zameraná na zlepšenie slovenského modelu pre rozpoznávanie pomenovaných entít. Projekt „Podpora slovenčiny v knižnici Spacy\" tiež obsahuje cieľ rozpoznávania pomenovaných entít a anotáciu pomocou frameworku Prodigy, pričom interná práca Cesara Abascala Gutierresa sa zameriava na vytvorenie manuálne anotoanej trénovacej množiny pre rozpoznávanie neznámych pomenovaných entít.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/topics/named-entity\nhttps://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez\nhttps://zp.kemt.fei.tuke.sk/topics/spacy\nhttps://zp.kemt.fei.tuke.sk/topics/named-entity/navod\nhttps://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko\nhttps://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak\nhttps://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh\nhttps://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets\nhttps://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktoré dokumenty sa venujú rozpoznávaniu pomenovaných entít alebo ich anotácii?",
            "limit": 10,
            "published_only": true
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          "latency_seconds": 0.389535,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/topics/named-entity",
            "https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez",
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            "https://zp.kemt.fei.tuke.sk/topics/resources",
            "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/topics/named-entity",
        "https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez",
        "https://zp.kemt.fei.tuke.sk/topics/spacy",
        "https://zp.kemt.fei.tuke.sk/topics/resources",
        "https://zp.kemt.fei.tuke.sk/topics/named-entity/navod",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets",
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    },
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      "id": "q0690",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Pri osobách Dominik Nagy, Patrik Pavlišin a Tomáš Kuchárik uveď názvy prác, ktoré súvisia so strojovým alebo automatickým prekladom.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md",
        "pages/students/2016/patrik_pavlisin/README.md",
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
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        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [
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        "Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou strojového prekladu"
      ],
      "should_answer": true,
      "note": "Opravené placeholder source URL na reálne ZP Wiki URL.",
      "answer": "Dominik Nagy vypracoval diplomovú prácu s názvom „Neurónový strojový preklad pomocou knižnice Fairseq\", Patrik Pavlišin má bakalársku prácu s názvom „Metódy automatického prekladu\" a Tomáš Kuchárik vypracoval diplomovú prácu s názvom „Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou strojového prekladu\".\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy\nhttps://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin\nhttps://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
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            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
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            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus/timovy_projekt",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
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      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/topics/translation",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt",
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    {
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      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Bogdan Paul Chiș?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Bogdan Paul Chiș"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Bogdan Paul Chiș sa v ZP Wiki nachádza na stránke v sekcii pre stážistov (interns), konkrétne pod názvom „Bogdan Paul Chiș\", kde je popísaná jeho stáž v rámci programu Erasmus v roku 2026 s témou extrakcie trojíc z medicínskych dát.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Bogdan Paul Chiș?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
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          "latency_seconds": 0.296458,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
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    {
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      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Cesar Abascal Gutierrez?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/cesar_gutierrez/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez"
      ],
      "expected_answer_contains": [
        "Cesar Abascal Gutierrez"
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      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Cesar Abascal Gutierrez sa nachádza v ZP Wiki na stránke adresovanej priamo jeho menom v sekcii pre praktikantov (interns), kde sú uvedené jeho úlohy spojené s anotáciou pomenovaných entít z hovorových prepisov v roku 2019.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "query": "Kde v ZP Wiki nájdem záznam o osobe Cesar Abascal Gutierrez?",
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            "published_only": false,
            "max_per_document": 1
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          "latency_seconds": 0.296435,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
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      "rag_source_urls": [
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        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
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      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Oliver Pejic?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/oliver_pejic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/oliver_pejic"
      ],
      "expected_answer_contains": [
        "Oliver Pejic"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Oliver Pejic sa v ZP Wiki nachádza na adrese https://zp.kemt.fei.tuke.sk/interns/oliver_pejic, kde sú uvedené informácie o jeho stáži a úlohách.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/oliver_pejic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Oliver Pejic?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
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          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
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      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Sevval Bulburu?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [
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      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Sevval Bulburu nájdete na stránke v ZP Wiki pod URL adresou https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu, kde sú uvedené úlohy a nástroje s ktorými pracovala počas svojej stáže.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu",
      "tool_called": true,
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            "query": "Kde v ZP Wiki nájdem záznam o osobe Sevval Bulburu?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
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          "latency_seconds": 0.255588,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"
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        "https://zp.kemt.fei.tuke.sk/topics/faq",
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        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
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      "total_latency_seconds": 13.051066,
      "usage": {
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        "total_tokens": 13026
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0695",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Youssef Ressaissi?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi"
      ],
      "expected_answer_contains": [
        "Youssef Ressaissi"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Youssef Ressaissi sa v ZP Wiki nachádza v sekcii pre stážistov pod adresou https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi, kde sú zaznamenané jeho úlohy a stav práce súvisiace s anotáciou a sumarizáciou textov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi",
      "tool_called": true,
      "tool_call_count": 1,
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        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Youssef Ressaissi?"
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          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
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            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
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        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "first_model_latency_seconds": 1.128111,
      "tool_latency_seconds": 0.248098,
      "final_model_latency_seconds": 10.998822,
      "total_latency_seconds": 12.37548,
      "usage": {
        "prompt_tokens": 12558,
        "completion_tokens": 142,
        "total_tokens": 12700
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0696",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Dárius Lindvai?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/darius_lindvai/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
      ],
      "expected_answer_contains": [
        "Dárius Lindvai"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Dárius Lindvai nájdete na stránke ZP Wiki v sekcii študentov, konkrétne pod cestou pre študentov, ktorí začali štúdium v roku 2016, kde sú jeho záverečné práce a činnosť zaznamenané.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Dárius Lindvai?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.379624,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "first_model_latency_seconds": 1.749257,
      "tool_latency_seconds": 0.379624,
      "final_model_latency_seconds": 14.536412,
      "total_latency_seconds": 16.665797,
      "usage": {
        "prompt_tokens": 17413,
        "completion_tokens": 172,
        "total_tokens": 17585
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0697",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Dominik Nagy?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "expected_answer_contains": [
        "Dominik Nagy"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Dominik Nagy nájdete na stránke s profilom študenta, ktorá sa nachádza v ZP Wiki v ceste podľa roku nástupu na štúdium (2016) a mena priezviska, konkrétne pod adresou https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Dominik Nagy?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.236346,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/topics/question/nezodpovedatelne",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/topics/question/nezodpovedatelne",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.736055,
      "tool_latency_seconds": 0.236346,
      "final_model_latency_seconds": 13.985748,
      "total_latency_seconds": 15.958675,
      "usage": {
        "prompt_tokens": 16319,
        "completion_tokens": 184,
        "total_tokens": 16503
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0698",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Jakub Maruniak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jakub_maruniak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "expected_answer_contains": [
        "Jakub Maruniak"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Jakub Maruniak nájdete na stránke ZP Wiki s cestou `/students/2016/jakub_maruniak`, ktorá obsahuje informácie o jeho štúdiu a záverečných prácach.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Jakub Maruniak?",
            "limit": 5
          },
          "latency_seconds": 0.403519,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021"
      ],
      "first_model_latency_seconds": 1.334153,
      "tool_latency_seconds": 0.403519,
      "final_model_latency_seconds": 11.274662,
      "total_latency_seconds": 13.0128,
      "usage": {
        "prompt_tokens": 13234,
        "completion_tokens": 129,
        "total_tokens": 13363
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0699",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "Ján Holp"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Ján Holp sa nachádza na stránke s adresou https://zp.kemt.fei.tuke.sk/students/2016/jan_holp.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Ján Holp?"
          },
          "latency_seconds": 0.265855,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
      ],
      "first_model_latency_seconds": 1.089485,
      "tool_latency_seconds": 0.265855,
      "final_model_latency_seconds": 14.001327,
      "total_latency_seconds": 15.357208,
      "usage": {
        "prompt_tokens": 17305,
        "completion_tokens": 104,
        "total_tokens": 17409
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0700",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Lukáš Pokrývka?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
      ],
      "expected_answer_contains": [
        "Lukáš Pokrývka"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Lukáš Pokrývka sa v ZP Wiki nachádza na stránke s profilom študenta, ktorá je umiestnená v adresári podľa roku nástupu na štúdium (2016) a jeho mena. Na tejto stránke sú evidované jeho záverečné práce, vrátane diplomovej práce s názvom „Paralelné trénovanie neurónových sietí\" z roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Lukáš Pokrývka?"
          },
          "latency_seconds": 0.328112,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/question/nezodpovedatelne",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/question/nezodpovedatelne",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.119549,
      "tool_latency_seconds": 0.328112,
      "final_model_latency_seconds": 15.281528,
      "total_latency_seconds": 16.729684,
      "usage": {
        "prompt_tokens": 17749,
        "completion_tokens": 165,
        "total_tokens": 17914
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0701",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Márk Fehér?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/mark_feher/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"
      ],
      "expected_answer_contains": [
        "Márk Fehér"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Márk Fehér sa nachádza na stránke ZP Wiki s cestou `/students/2016/mark_feher`, kde sú evidované jeho študentské projekty vrátane diplomovej práce z roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Márk Fehér?",
            "limit": 5
          },
          "latency_seconds": 0.299668,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "first_model_latency_seconds": 1.36456,
      "tool_latency_seconds": 0.299668,
      "final_model_latency_seconds": 15.841471,
      "total_latency_seconds": 17.506369,
      "usage": {
        "prompt_tokens": 18975,
        "completion_tokens": 133,
        "total_tokens": 19108
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0702",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Maroš Harahus?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/maros_harahus/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
      ],
      "expected_answer_contains": [
        "Maroš Harahus"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Maroš Harahus nájdete na študentskej stránke umiestnenej v ZP Wiki pod cestou `/students/2016/maros_harahus`.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Maroš Harahus?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.459934,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.678511,
      "tool_latency_seconds": 0.459934,
      "final_model_latency_seconds": 13.818041,
      "total_latency_seconds": 15.956978,
      "usage": {
        "prompt_tokens": 16782,
        "completion_tokens": 143,
        "total_tokens": 16925
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0703",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Patrik Pavlišin?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/patrik_pavlisin/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "expected_answer_contains": [
        "Patrik Pavlišin"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Patrik Pavlišin sa nachádza na stránke https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin, ktorá obsahuje jeho profil a informácie o práciach, na ktorých pracoval.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Patrik Pavlišin?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.297706,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
      ],
      "first_model_latency_seconds": 1.517328,
      "tool_latency_seconds": 0.297706,
      "final_model_latency_seconds": 12.916319,
      "total_latency_seconds": 14.731946,
      "usage": {
        "prompt_tokens": 15349,
        "completion_tokens": 148,
        "total_tokens": 15497
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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        true
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      "answer_contains_score": 1.0,
      "source_matches": [
        true
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0704",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Tomáš Kuchárik?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [
        "Tomáš Kuchárik"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Tomáš Kuchárik sa nachádza na stránke https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik, kde sú uvedené jeho diplomové projekty z rokov 2021 a 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Tomáš Kuchárik?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.352314,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "first_model_latency_seconds": 1.733983,
      "tool_latency_seconds": 0.352314,
      "final_model_latency_seconds": 13.537704,
      "total_latency_seconds": 15.624465,
      "usage": {
        "prompt_tokens": 15881,
        "completion_tokens": 165,
        "total_tokens": 16046
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0705",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Dmytro Ushatenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2017/dmytro_ushatenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
      ],
      "expected_answer_contains": [
        "Dmytro Ushatenko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Dmytro Ushatenko sa nachádza na stránke ZP Wiki pod cestou `/students/2017/dmytro_ushatenko`, kde sú uvedené informácie o jeho bakalárskej práci z roku 2020 s názvom „Jednoduchý chatbot v jazyku Python\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Dmytro Ushatenko?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.25555,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.559667,
      "tool_latency_seconds": 0.25555,
      "final_model_latency_seconds": 14.406422,
      "total_latency_seconds": 16.22214,
      "usage": {
        "prompt_tokens": 17051,
        "completion_tokens": 165,
        "total_tokens": 17216
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
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      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0706",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Dávid Omasta?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "expected_answer_contains": [
        "Dávid Omasta"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Dávid Omasta nájdete v ZP Wiki na stránke s cestou `/students/2018/david_omasta`, ktorá obsahuje informácie o jeho štúdiu a diplomovej práci.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Dávid Omasta?",
            "limit": 5
          },
          "latency_seconds": 0.245288,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.316146,
      "tool_latency_seconds": 0.245288,
      "final_model_latency_seconds": 10.571059,
      "total_latency_seconds": 12.132897,
      "usage": {
        "prompt_tokens": 12370,
        "completion_tokens": 125,
        "total_tokens": 12495
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0707",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Martin Wencel?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/martin_wencel/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"
      ],
      "expected_answer_contains": [
        "Martin Wencel"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Martin Wencel sa v ZP Wiki nachádza na stránke umiestnenej v adresári pre študentov, ktorí začali štúdium v roku 2018, konkrétne pod adresou https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel, kde sú uvedené informácie o jeho bakalárskej práci s názvom „Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy\" z roku 2020.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Martin Wencel?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.237819,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.676875,
      "tool_latency_seconds": 0.237819,
      "final_model_latency_seconds": 12.562819,
      "total_latency_seconds": 14.477968,
      "usage": {
        "prompt_tokens": 13659,
        "completion_tokens": 221,
        "total_tokens": 13880
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0708",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Ondrej Megela?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/ondrej_megela/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "expected_answer_contains": [
        "Ondrej Megela"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Ondrej Megela nájdete na stránke ZP Wiki s cestou `students/2018/ondrej_megela`, kde sú uvedené informácie o jeho štúdiu začatom v roku 2018, bakalárskej práci z roku 2021 s názvom „Neurónové jazykové modelovanie typu BERT\" a diplomovej práci z roku 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Ondrej Megela?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.342478,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
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      "first_model_latency_seconds": 1.7644,
      "tool_latency_seconds": 0.342478,
      "final_model_latency_seconds": 13.310333,
      "total_latency_seconds": 15.417692,
      "usage": {
        "prompt_tokens": 15179,
        "completion_tokens": 203,
        "total_tokens": 15382
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
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      ],
      "answer_contains_score": 1.0,
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0709",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Alina Vitko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"
      ],
      "expected_answer_contains": [
        "Alina Vitko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Alina Vitko sa nachádza na stránke s profilom študenta v sekcii študentov podľa roku nástupu na štúdium, konkrétne pod cestou `/students/2019/alina_vitko`, kde sú uvedené informácie o jej bakalárskej práci a projektoch.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Alina Vitko?",
            "limit": 5,
            "published_only": false
          },
          "latency_seconds": 0.274593,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/question"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/question"
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      "first_model_latency_seconds": 1.505317,
      "tool_latency_seconds": 0.274593,
      "final_model_latency_seconds": 12.491051,
      "total_latency_seconds": 14.271707,
      "usage": {
        "prompt_tokens": 14570,
        "completion_tokens": 159,
        "total_tokens": 14729
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0710",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Artem Yatsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "Artem Yatsenko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Artem Yatsenko nájdete na stránke s adresou https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko, ktorá obsahuje informácie o jeho bakalárskom projekte z roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Artem Yatsenko?"
          },
          "latency_seconds": 0.216581,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
      ],
      "first_model_latency_seconds": 1.172297,
      "tool_latency_seconds": 0.216581,
      "final_model_latency_seconds": 10.314437,
      "total_latency_seconds": 11.703701,
      "usage": {
        "prompt_tokens": 11876,
        "completion_tokens": 126,
        "total_tokens": 12002
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0711",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Filip Tomáš?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/filip_tomas/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "expected_answer_contains": [
        "Filip Tomáš"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Filip Tomáš nájdete na stránke v ZP Wiki pod cestou `/students/2019/filip_tomas`, kde sú uvedené informácie o jeho štúdiu a záverečných prácach, vrátane diplomovej práce z rokov 2024 – 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Filip Tomáš?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.349703,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.735813,
      "tool_latency_seconds": 0.349703,
      "final_model_latency_seconds": 17.484623,
      "total_latency_seconds": 19.570704,
      "usage": {
        "prompt_tokens": 20791,
        "completion_tokens": 175,
        "total_tokens": 20966
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0712",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Kristián Sopkovič?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Kristián Sopkovič"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Kristián Sopkovič sa v ZP Wiki nachádza na stránke s profilom študenta, ktorá je umiestnená v priečinku pre študentov, ktorí nastúpili v roku 2019, a konkrétne na adrese https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Kristián Sopkovič?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.203878,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/topics/spacy",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/topics/spacy",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "first_model_latency_seconds": 1.852259,
      "tool_latency_seconds": 0.203878,
      "final_model_latency_seconds": 12.893074,
      "total_latency_seconds": 14.949656,
      "usage": {
        "prompt_tokens": 14622,
        "completion_tokens": 198,
        "total_tokens": 14820
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0713",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Michal Stromko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/michal_stromko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "expected_answer_contains": [
        "Michal Stromko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o Michalovi Stromkovi nájdete na stránke profilu študenta s cestou `/students/2019/michal_stromko`, ktorá obsahuje informácie o jeho bakalárskej práci, vedeckom projekte a diplomových prácach.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Michal Stromko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.382498,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "first_model_latency_seconds": 1.741878,
      "tool_latency_seconds": 0.382498,
      "final_model_latency_seconds": 12.282358,
      "total_latency_seconds": 14.407294,
      "usage": {
        "prompt_tokens": 14436,
        "completion_tokens": 163,
        "total_tokens": 14599
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0714",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Eduard Matovka?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/eduard_matovka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "expected_answer_contains": [
        "Eduard Matovka"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Eduard Matovka sa v ZP Wiki nachádza na stránke v adresári podľa roku nástupu na štúdium, konkrétne pod cestou `students/2021/eduard_matovka`.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Eduard Matovka?",
            "limit": 5
          },
          "latency_seconds": 0.278904,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.315605,
      "tool_latency_seconds": 0.278904,
      "final_model_latency_seconds": 10.49761,
      "total_latency_seconds": 12.092567,
      "usage": {
        "prompt_tokens": 12258,
        "completion_tokens": 128,
        "total_tokens": 12386
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0715",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Martin Šarišský?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/martin_sarissky/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "expected_answer_contains": [
        "Martin Šarišský"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Martin Šarišský nájdete na stránke s adresou https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky, ktorá je umiestnená v adresári podľa roku nástupu na štúdium (2021) a mena študenta.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Martin Šarišský?",
            "limit": 5
          },
          "latency_seconds": 0.35088,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021"
      ],
      "first_model_latency_seconds": 1.304906,
      "tool_latency_seconds": 0.35088,
      "final_model_latency_seconds": 15.834213,
      "total_latency_seconds": 17.490598,
      "usage": {
        "prompt_tokens": 18719,
        "completion_tokens": 149,
        "total_tokens": 18868
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0716",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Matej Novotný?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_novotny/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
      ],
      "expected_answer_contains": [
        "Matej Novotný"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Matej Novotný nájdete na stránke ZP Wiki pod adresou https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny, kde je uvedený ako študent začínajúci štúdium v roku 2021 a pracujúci na diplomovej práci s názvom „Klasifikácia webových dát pre lepšie jazykové modelovanie\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Matej Novotný?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.242376,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.758199,
      "tool_latency_seconds": 0.242376,
      "final_model_latency_seconds": 13.514398,
      "total_latency_seconds": 15.515455,
      "usage": {
        "prompt_tokens": 15260,
        "completion_tokens": 202,
        "total_tokens": 15462
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0717",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Matej Ščišľak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "Matej Ščišľak"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Matej Ščišľak sa v ZP Wiki nachádza na stránke s adresou https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak, ktorá je organizovaná podľa roku nástupu na štúdium (2021) a mena študenta.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Matej Ščišľak?",
            "limit": 5
          },
          "latency_seconds": 0.352959,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.417633,
      "tool_latency_seconds": 0.352959,
      "final_model_latency_seconds": 12.957855,
      "total_latency_seconds": 14.728956,
      "usage": {
        "prompt_tokens": 15120,
        "completion_tokens": 155,
        "total_tokens": 15275
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0718",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Vladimír Ferko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/vladimir_ferko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
      ],
      "expected_answer_contains": [
        "Vladimír Ferko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Vladimír Ferko, ktorý obsahuje informácie o jeho bakalárskej práci z roku 2024 s názvom „Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči\", nájdete na stránke s URL adresou https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko, pričom študenti sú v ZP Wiki organizovaní do skupín podľa roku nástupu na štúdium a následne podľa mena a priezviska.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Vladimír Ferko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.348524,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "first_model_latency_seconds": 1.707075,
      "tool_latency_seconds": 0.348524,
      "final_model_latency_seconds": 13.820632,
      "total_latency_seconds": 15.876741,
      "usage": {
        "prompt_tokens": 15246,
        "completion_tokens": 225,
        "total_tokens": 15471
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0719",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Andrii Pervashov?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "expected_answer_contains": [
        "Andrii Pervashov"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Andrii Pervashov nájdete na stránke https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov, ktorá obsahuje informácie o jeho štúdiu začatom v roku 2022, návrhu témy diplomovej práce „Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu\" a priebehu vypracovávania bakalárskej aj diplomovej práce.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Andrii Pervashov?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.227569,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/topics/question"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "first_model_latency_seconds": 1.730168,
      "tool_latency_seconds": 0.227569,
      "final_model_latency_seconds": 12.320645,
      "total_latency_seconds": 14.278855,
      "usage": {
        "prompt_tokens": 13219,
        "completion_tokens": 214,
        "total_tokens": 13433
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0720",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Daniil Huzenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Daniil Huzenko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Daniil Huzenko nájdete na stránke https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko, kde je uvedený jeho predbežný názov bakalárskej práce „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\" a vedúci doc. Matúš Pleva PhD.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Daniil Huzenko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.278777,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "first_model_latency_seconds": 1.780719,
      "tool_latency_seconds": 0.278777,
      "final_model_latency_seconds": 12.831966,
      "total_latency_seconds": 14.891966,
      "usage": {
        "prompt_tokens": 14560,
        "completion_tokens": 200,
        "total_tokens": 14760
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0721",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Ján Malinovský?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_malinovsky/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
      ],
      "expected_answer_contains": [
        "Ján Malinovský"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Ján Malinovský nájdete v sekcii študentov pod rokom nástupu na štúdium 2022 na stránke https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky, kde sú uvedené informácie o jeho diplomovom projekte s témou „Grafové vyhľadávanie pre podporu vzdelávania\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Ján Malinovský?",
            "limit": 5
          },
          "latency_seconds": 0.360135,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "first_model_latency_seconds": 1.29103,
      "tool_latency_seconds": 0.360135,
      "final_model_latency_seconds": 13.165208,
      "total_latency_seconds": 14.816895,
      "usage": {
        "prompt_tokens": 15038,
        "completion_tokens": 167,
        "total_tokens": 15205
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0722",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Ján Pták?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "Ján Pták"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Ján Pták sa v ZP Wiki nachádza na stránke s adresou https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak, kde sú uvedené informácie o jeho štúdiu od roku 2022 a téme diplomového projektu „Agent pre manažment záverečných prác\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Ján Pták?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.334929,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "first_model_latency_seconds": 1.847294,
      "tool_latency_seconds": 0.334929,
      "final_model_latency_seconds": 10.897433,
      "total_latency_seconds": 13.080032,
      "usage": {
        "prompt_tokens": 12304,
        "completion_tokens": 189,
        "total_tokens": 12493
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0723",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Oleh Poiasnik?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/oleh_poiasnik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [
        "Oleh Poiasnik"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Oleh Poiasnik nájdete v ZP Wiki na stránke s cestou `/students/2022/oleh_poiasnik`, ktorá obsahuje informácie o jeho bakalárskej práci z roku 2025 a diplomovej práci z roku 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Oleh Poiasnik?"
          },
          "latency_seconds": 0.299682,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.216858,
      "tool_latency_seconds": 0.299682,
      "final_model_latency_seconds": 15.425106,
      "total_latency_seconds": 16.942159,
      "usage": {
        "prompt_tokens": 18328,
        "completion_tokens": 133,
        "total_tokens": 18461
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0724",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Samuel Vasiľ?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/samuel_vasil/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "expected_answer_contains": [
        "Samuel Vasiľ"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Samuel Vasiľ nájdete na stránke https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil, kde sú uvedené informácie o jeho bakalárskej práci a štúdiu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Samuel Vasiľ?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.284083,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "first_model_latency_seconds": 1.76344,
      "tool_latency_seconds": 0.284083,
      "final_model_latency_seconds": 10.613936,
      "total_latency_seconds": 12.661896,
      "usage": {
        "prompt_tokens": 12297,
        "completion_tokens": 160,
        "total_tokens": 12457
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0725",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Tetiana Mohorian?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "Tetiana Mohorian"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Tetiana Mohorian nájdete na stránke ZP Wiki pod cestou `/students/2022/tetiana_mohorian`, kde sú uvedené informácie o jej bakalárskej práci z roku 2025 zamerané na tému nenávistnej reči.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Tetiana Mohorian?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.305433,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
      ],
      "first_model_latency_seconds": 1.690707,
      "tool_latency_seconds": 0.305433,
      "final_model_latency_seconds": 10.8586,
      "total_latency_seconds": 12.855181,
      "usage": {
        "prompt_tokens": 12509,
        "completion_tokens": 168,
        "total_tokens": 12677
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0726",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Valerii Kutsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [
        "Valerii Kutsenko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Valerii Kutsenko nájdete na stránke ZP Wiki pod cestou `/students/2022/valerii_kutsenko`, ktorá obsahuje profil študenta a záznamy o jej bakalárskej, diplomovej a vedeckej práci.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Valerii Kutsenko?",
            "limit": 5
          },
          "latency_seconds": 0.360564,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.327007,
      "tool_latency_seconds": 0.360564,
      "final_model_latency_seconds": 13.599799,
      "total_latency_seconds": 15.287935,
      "usage": {
        "prompt_tokens": 16241,
        "completion_tokens": 139,
        "total_tokens": 16380
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0727",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Vladyslav Yanchenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/vladyslav_yanchenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
      ],
      "expected_answer_contains": [
        "Vladyslav Yanchenko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Vladyslav Yanchenko s informáciami o jeho bakalárskej práci z roku 2025 sa nachádza na stránke s adresou https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko, kde je uvedený názov práce „Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Vladyslav Yanchenko?",
            "limit": 5
          },
          "latency_seconds": 0.248319,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.349956,
      "tool_latency_seconds": 0.248319,
      "final_model_latency_seconds": 11.905348,
      "total_latency_seconds": 13.504077,
      "usage": {
        "prompt_tokens": 13036,
        "completion_tokens": 169,
        "total_tokens": 13205
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0728",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Denis Le Thanh?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/denis_le_thanh/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "expected_answer_contains": [
        "Denis Le Thanh"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Denis Le Thanh sa v ZP Wiki nachádza na stránke s cestou `/students/2023/denis_le_thanh`, kde sú uvedené informácie o jeho bakalárskej práci s témou Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Denis Le Thanh?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.228678,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021"
      ],
      "first_model_latency_seconds": 1.681547,
      "tool_latency_seconds": 0.228678,
      "final_model_latency_seconds": 13.656673,
      "total_latency_seconds": 15.567489,
      "usage": {
        "prompt_tokens": 16152,
        "completion_tokens": 175,
        "total_tokens": 16327
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0729",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Maksym Zatirka?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/maksym_zatirka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
      ],
      "expected_answer_contains": [
        "Maksym Zatirka"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Maksym Zatirka nájdete na stránke https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka, kde sú uvedené informácie o jeho bakalárskej práci s témou „Grafová databáza pre podporu generovania slovenského jazyka\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Maksym Zatirka?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.262018,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "first_model_latency_seconds": 1.748479,
      "tool_latency_seconds": 0.262018,
      "final_model_latency_seconds": 12.700643,
      "total_latency_seconds": 14.7116,
      "usage": {
        "prompt_tokens": 14713,
        "completion_tokens": 182,
        "total_tokens": 14895
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0730",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Oleksandr Dorybohov?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/oleksandr_dorybohov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "expected_answer_contains": [
        "Oleksandr Dorybohov"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Oleksandr Dorybohov, ktorý zahŕňa informácie o jeho bakalárskej práci na tému „Automatické odpovede na otázky v právnej oblasti\" s nástrojom AI Lawyer Agent, nájdete na stránke https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Oleksandr Dorybohov?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.262547,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "first_model_latency_seconds": 1.861193,
      "tool_latency_seconds": 0.262547,
      "final_model_latency_seconds": 13.241386,
      "total_latency_seconds": 15.36561,
      "usage": {
        "prompt_tokens": 15353,
        "completion_tokens": 194,
        "total_tokens": 15547
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0731",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Ronald Zalacko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/ronald_zalacko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
      ],
      "expected_answer_contains": [
        "Ronald Zalacko"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Ronald Zalacko sa nachádza na stránke https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko, kde je uvedená jeho bakalárska práca z roku 2026 s témou „Skórovací online systém pre robotické súťaže\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Ronald Zalacko?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.209864,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
            "https://zp.kemt.fei.tuke.sk/topics/question"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko/vp2021",
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "first_model_latency_seconds": 1.701776,
      "tool_latency_seconds": 0.209864,
      "final_model_latency_seconds": 8.593142,
      "total_latency_seconds": 10.505311,
      "usage": {
        "prompt_tokens": 9490,
        "completion_tokens": 177,
        "total_tokens": 9667
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0732",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Rostyslav Rodzhuk?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/rostyslav_rodzhuk/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "expected_answer_contains": [
        "Rostyslav Rodzhuk"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Rostyslav Rodzhuk nájdete na stránke https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk, kde sú evidované jeho záverečné práce, vrátane bakalárskej práce s témou „Inteligentný agent pre podporu práce špeciálneho pedagóga\" a vedeckého projektu „Veľký jazykový model ako inteligentný agent\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Rostyslav Rodzhuk?",
            "limit": 5
          },
          "latency_seconds": 0.275893,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/question"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "first_model_latency_seconds": 1.362107,
      "tool_latency_seconds": 0.275893,
      "final_model_latency_seconds": 10.93889,
      "total_latency_seconds": 12.577306,
      "usage": {
        "prompt_tokens": 12017,
        "completion_tokens": 180,
        "total_tokens": 12197
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0733",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Samuel Džurina?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "Samuel Džurina"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Samuel Džurina sa v ZP Wiki nachádza na stránke https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina, kde sú uvedené podrobnosti o jeho bakalárskej práci s témou „Dialógový systém pre podporu firemných procesov\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Samuel Džurina?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.267213,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"
      ],
      "first_model_latency_seconds": 1.7013,
      "tool_latency_seconds": 0.267213,
      "final_model_latency_seconds": 13.448755,
      "total_latency_seconds": 15.417772,
      "usage": {
        "prompt_tokens": 15601,
        "completion_tokens": 178,
        "total_tokens": 15779
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0734",
      "split": "dev",
      "category": "entity_lookup",
      "difficulty": "easy",
      "question": "Kde v ZP Wiki nájdem záznam o osobe Simona Bobrovčanová?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "Simona Bobrovčanová"
      ],
      "should_answer": true,
      "note": "Nová formulácia entity lookup otázky.",
      "answer": "Záznam o osobe Simona Bobrovčanová nájdete v ZP Wiki na stránke s cestou pre študentov, ktorá obsahuje informácie o jej bakalárskej práci s témou automatickej sumarizácie slovenského textu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Kde v ZP Wiki nájdem záznam o osobe Simona Bobrovčanová?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.146879,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "first_model_latency_seconds": 1.810444,
      "tool_latency_seconds": 0.146879,
      "final_model_latency_seconds": 5.268397,
      "total_latency_seconds": 7.225984,
      "usage": {
        "prompt_tokens": 5335,
        "completion_tokens": 164,
        "total_tokens": 5499
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0771",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý záznam v ZP Wiki spája osobu Bogdan Paul Chiș s témou „knowledge graph“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Bogdan Paul Chiș",
        "knowledge graph"
      ],
      "should_answer": true,
      "note": "Nová grounded keyword otázka.",
      "answer": "Záznam v ZP Wiki, ktorý spája osobu Bogdan Paul Chiș s témou „knowledge graph\", je záznam o jeho praxi (internship) v rámci programu ERASMUS pre jarné semester 2026, kde cieľom jeho práce bolo zostaviť znalostný graf z lekárskych príbalových letákov v mnohých jazykoch.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý záznam v ZP Wiki spája osobu Bogdan Paul Chiș s témou „knowledge graph“?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.401307,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "first_model_latency_seconds": 1.786372,
      "tool_latency_seconds": 0.401307,
      "final_model_latency_seconds": 21.423465,
      "total_latency_seconds": 23.611886,
      "usage": {
        "prompt_tokens": 25770,
        "completion_tokens": 189,
        "total_tokens": 25959
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0772",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý záznam v ZP Wiki spája osobu Bogdan Paul Chiș s témou „medical“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Bogdan Paul Chiș",
        "medical"
      ],
      "should_answer": true,
      "note": "Nová grounded keyword otázka.",
      "answer": "Záznam spájajúci osobu Bogdan Paul Chiș s témou „medical“ je dokument o jeho stáži v rámci programu Erasmus na jar 2026, kde bola témou práce „(multilingual) Triplet extraction from medical data“.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý záznam v ZP Wiki spája osobu Bogdan Paul Chiș s témou „medical“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.289663,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/question",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/question",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"
      ],
      "first_model_latency_seconds": 1.761226,
      "tool_latency_seconds": 0.289663,
      "final_model_latency_seconds": 10.446856,
      "total_latency_seconds": 12.498192,
      "usage": {
        "prompt_tokens": 12023,
        "completion_tokens": 155,
        "total_tokens": 12178
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0773",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý záznam v ZP Wiki spája osobu Bogdan Paul Chiș s témou „Triplet extraction“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/bogdan_paul_chis/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
      ],
      "expected_answer_contains": [
        "Bogdan Paul Chiș",
        "Triplet extraction"
      ],
      "should_answer": true,
      "note": "Nová grounded keyword otázka.",
      "answer": "Záznam v ZP Wiki, ktorý spája osobu Bogdan Paul Chiș s témou „Triplet extraction\", je dokument o jeho stáži v rámci programu Erasmus (jar 2026), kde bola témou práca „(multilingual) Triplet extraction from medical data\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý záznam v ZP Wiki spája osobu Bogdan Paul Chiș s témou „Triplet extraction“?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.337447,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.587473,
      "tool_latency_seconds": 0.337447,
      "final_model_latency_seconds": 11.887441,
      "total_latency_seconds": 13.812854,
      "usage": {
        "prompt_tokens": 14088,
        "completion_tokens": 151,
        "total_tokens": 14239
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0774",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý záznam v ZP Wiki spája osobu Cesar Abascal Gutierrez s témou „named entities“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/interns/cesar_gutierrez/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez"
      ],
      "expected_answer_contains": [
        "Cesar Abascal Gutierrez",
        "named entities"
      ],
      "should_answer": true,
      "note": "Nová grounded keyword otázka.",
      "answer": "Osoba Cesar Abascal Gutierrez je v ZP Wiki uvedená v zázname o internej praxi (pravdepodobne v lete 2019), kde sa zaoberal úlohou „Named entity annotations\" a konkrétne cieľom rozpoznať neznáme pomenované entity (named entities) z transkriptov reči.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
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      "question": "Ktorý záznam v ZP Wiki spája osobu Oliver Pejic s témou „MTEB“?",
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      "question": "Ktorý záznam v ZP Wiki spája osobu Oliver Pejic s témou „SentenceTransformer“?",
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      "answer": "Osoba Sevval Bulburu je v ZP Wiki spájana s témou „Hate Speech\" prostredníctvom jej záznamu o letnej stáži IAESTE v roku 2023, kde jej cieľom bolo pomôcť s projektom „Hate Speech Project\" a vypracovať detekciu nenávistnej reči v slovenčine.\n\nZdroj: https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu",
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      "expected_answer_contains": [
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      "answer": "Osobu Dárius Lindvai s témou „interpunkcia\" spája diplomová práca s názvom „Obnovenie interpunkcie pomocou hlbokých neurónových sietí\", ktorú vypracoval v rámci diplomového projektu v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
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      "answer": "Osobu Dominik Nagy spája s témou Fairseq záznam o jeho diplomovej práci z roku 2022 s názvom „Neurónový strojový preklad pomocou knižnice Fairseq\", pričom v rámci prípravy na tento projekt a pri štúdiu prekladu už v roku 2019 pracoval s nástrojom fairseq a v roku 2020 plánoval trénovať modely Fairseq.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
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      "category": "keyword_grounding",
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      "question": "Ktorý záznam v ZP Wiki spája osobu Jakub Maruniak s témou „pomenované entity“?",
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    {
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      "category": "keyword_grounding",
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      "question": "Ktorý záznam v ZP Wiki spája osobu Jakub Maruniak s témou „Prodigy“?",
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    {
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      "question": "Ktorý záznam v ZP Wiki spája osobu Jakub Maruniak s témou „Spacy“?",
      "override_applied": false,
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            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
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      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0795",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý záznam v ZP Wiki spája osobu Ján Holp s témou „PageRank“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "Ján Holp",
        "PageRank"
      ],
      "should_answer": true,
      "note": "Nová grounded keyword otázka.",
      "answer": "Osoba Ján Holp je v ZP Wiki spájaná s témou PageRank v rámci svojej diplomovej práce z roku 2021 s názvom „Systém získavania informácií v slovenskom jazyku\", kde je v rámci zadania a priebehu výskumu explicitne uvedené implementovanie a experimentovanie s metódou PageRank.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý záznam v ZP Wiki spája osobu Ján Holp s témou „PageRank“?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.296882,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.763867,
      "tool_latency_seconds": 0.296882,
      "final_model_latency_seconds": 7.891212,
      "total_latency_seconds": 9.952271,
      "usage": {
        "prompt_tokens": 8344,
        "completion_tokens": 185,
        "total_tokens": 8529
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0796",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý záznam v ZP Wiki spája osobu Ján Holp s témou „slovenský internet“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "Ján Holp",
        "slovenský internet"
      ],
      "should_answer": true,
      "note": "Nová grounded keyword otázka.",
      "answer": "Osoba Ján Holp je v ZP Wiki spojená s témou „slovenský internet\" prostredníctvom svojej bakalárskej práce z roku 2019 s názvom „Vyhľadávač na slovenskom internete\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý záznam v ZP Wiki spája osobu Ján Holp s témou „slovenský internet“?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.398417,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/topics/resources",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/topics/resources",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.774445,
      "tool_latency_seconds": 0.398417,
      "final_model_latency_seconds": 18.663053,
      "total_latency_seconds": 20.836586,
      "usage": {
        "prompt_tokens": 22861,
        "completion_tokens": 160,
        "total_tokens": 23021
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0797",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý záznam v ZP Wiki spája osobu Ján Holp s témou „získavanie informácií“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "Ján Holp",
        "získavanie informácií"
      ],
      "should_answer": true,
      "note": "Nová grounded keyword otázka.",
      "answer": "Osoba Ján Holp je v ZP Wiki spojená s témou „získavanie informácií\" prostredníctvom dokumentu s názvom „Získavanie informácií\", ktorý je súčasťou jeho tímového projektu z roku 2020, a tiež v rámci zadania jeho diplomovej práce z roku 2021, kde sa ako hlavná úloha uvádza vypracovanie prehľadu metód ohodnotenia dokumentov v systémoch získavania informácií a implementácia takéhoto systému.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý záznam v ZP Wiki spája osobu Ján Holp s témou „získavanie informácií“?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.383354,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko"
      ],
      "first_model_latency_seconds": 1.611027,
      "tool_latency_seconds": 0.383354,
      "final_model_latency_seconds": 17.91426,
      "total_latency_seconds": 19.909187,
      "usage": {
        "prompt_tokens": 20151,
        "completion_tokens": 216,
        "total_tokens": 20367
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
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      "should_answer_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0798",
      "split": "dev",
      "category": "keyword_grounding",
      "difficulty": "medium",
      "question": "Ktorý záznam v ZP Wiki spája osobu Lukáš Pokrývka s témou „GPU“?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
      ],
      "expected_answer_contains": [
        "Lukáš Pokrývka",
        "GPU"
      ],
      "should_answer": true,
      "note": "Nová grounded keyword otázka.",
      "answer": "Osoba Lukáš Pokrývka je v ZP Wiki spojená s témou „GPU\" najmä prostredníctvom diplomového projektu z roku 2020, kde sa venoval trénovaniu neurónových sietí pomocou PyTorch na viacerých GPU (vrátane konfigurácie na dvoch strojoch naraz) a riešeniu problémov s kompatibilitou verzií CUDA a Compute Capability.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ktorý záznam v ZP Wiki spája osobu Lukáš Pokrývka s témou „GPU“?",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.373192,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "first_model_latency_seconds": 1.772886,
      "tool_latency_seconds": 0.373192,
      "final_model_latency_seconds": 13.254201,
      "total_latency_seconds": 15.400734,
      "usage": {
        "prompt_tokens": 14975,
        "completion_tokens": 198,
        "total_tokens": 15173
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
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      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0821",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Ján Holp používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Ján Holp používal pri práci?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.26273,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "first_model_latency_seconds": 1.595117,
      "tool_latency_seconds": 0.26273,
      "final_model_latency_seconds": 20.195681,
      "total_latency_seconds": 22.054124,
      "usage": {
        "prompt_tokens": 25143,
        "completion_tokens": 117,
        "total_tokens": 25260
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0822",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo nájsť informáciu o počte konkrétnych používateľov, ktorí testovali výsledný systém osoby Jána Holpa.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Ján Holp?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.273922,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "first_model_latency_seconds": 1.67289,
      "tool_latency_seconds": 0.273922,
      "final_model_latency_seconds": 17.229109,
      "total_latency_seconds": 19.17652,
      "usage": {
        "prompt_tokens": 20941,
        "completion_tokens": 140,
        "total_tokens": 21081
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0823",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Ján Holp pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Ján Holp pri práci?",
            "limit": 5,
            "max_per_document": 10
          },
          "latency_seconds": 0.277185,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.517464,
      "tool_latency_seconds": 0.277185,
      "final_model_latency_seconds": 7.101961,
      "total_latency_seconds": 8.896905,
      "usage": {
        "prompt_tokens": 8408,
        "completion_tokens": 114,
        "total_tokens": 8522
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0824",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Tomáš Kuchárik používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Zdroj uvádza, že Tomáš Kuchárik získal prístup na server omega, ale nešpecifikuje, aké hardvérové parametre, vrátane množstva RAM, tento server alebo jeho vlastný počítač mal.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Tomáš Kuchárik používal pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.241101,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.892255,
      "tool_latency_seconds": 0.241101,
      "final_model_latency_seconds": 7.781511,
      "total_latency_seconds": 9.915221,
      "usage": {
        "prompt_tokens": 8656,
        "completion_tokens": 185,
        "total_tokens": 8841
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0825",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Tomáš Kuchárik?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Hoci dokument o Tomášovi Kuchárikovi spomína cieľovú veľkosť anotačnej množiny (aspoň 100 otázok) a analyzuje počet anotácií od anotátorov, neuvádza konkrétny počet používateľov, ktorí testovali výsledný systém.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Tomáš Kuchárik?",
            "limit": 5,
            "max_per_document": 10,
            "published_only": false
          },
          "latency_seconds": 0.23843,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.964179,
      "tool_latency_seconds": 0.23843,
      "final_model_latency_seconds": 8.377655,
      "total_latency_seconds": 10.580567,
      "usage": {
        "prompt_tokens": 8898,
        "completion_tokens": 214,
        "total_tokens": 9112
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0826",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Tomáš Kuchárik pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa informácia o konkrétnom modeli GPU, ktorý Tomáš Kuchárik použil pri práci, nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Tomáš Kuchárik pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.217853,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.7838,
      "tool_latency_seconds": 0.217853,
      "final_model_latency_seconds": 7.660188,
      "total_latency_seconds": 9.662111,
      "usage": {
        "prompt_tokens": 9082,
        "completion_tokens": 148,
        "total_tokens": 9230
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0827",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Jakub Maruniak používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jakub_maruniak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Jakub Maruniak používal pri práci?",
            "limit": 5,
            "max_per_document": 10,
            "published_only": true
          },
          "latency_seconds": 0.428872,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "first_model_latency_seconds": 1.820613,
      "tool_latency_seconds": 0.428872,
      "final_model_latency_seconds": 6.722155,
      "total_latency_seconds": 8.972022,
      "usage": {
        "prompt_tokens": 8151,
        "completion_tokens": 132,
        "total_tokens": 8283
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0828",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Jakub Maruniak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jakub_maruniak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Hoci dokument Jakuba Maruniaka spomína tvorbu anotačnej schémy a korpus 1300 viet, neuvádza počet konkrétnych používateľov, ktorí výsledný systém testovali.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Jakub Maruniak?",
            "limit": 10,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.571539,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
      ],
      "first_model_latency_seconds": 1.94783,
      "tool_latency_seconds": 0.571539,
      "final_model_latency_seconds": 17.777537,
      "total_latency_seconds": 20.297594,
      "usage": {
        "prompt_tokens": 21396,
        "completion_tokens": 188,
        "total_tokens": 21584
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0829",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Jakub Maruniak pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jakub_maruniak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Jakub Maruniak pri práci?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.35684,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.573574,
      "tool_latency_seconds": 0.35684,
      "final_model_latency_seconds": 22.379567,
      "total_latency_seconds": 24.310627,
      "usage": {
        "prompt_tokens": 27521,
        "completion_tokens": 115,
        "total_tokens": 27636
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0830",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Dominik Nagy používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Dominik Nagy používal pri práci?",
            "limit": 5,
            "max_per_document": 10
          },
          "latency_seconds": 0.255863,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "first_model_latency_seconds": 1.561397,
      "tool_latency_seconds": 0.255863,
      "final_model_latency_seconds": 7.465161,
      "total_latency_seconds": 9.282714,
      "usage": {
        "prompt_tokens": 8630,
        "completion_tokens": 116,
        "total_tokens": 8746
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0831",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Dominik Nagy?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Dominik Nagy?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.248407,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "first_model_latency_seconds": 1.890592,
      "tool_latency_seconds": 0.248407,
      "final_model_latency_seconds": 6.619782,
      "total_latency_seconds": 8.759087,
      "usage": {
        "prompt_tokens": 8653,
        "completion_tokens": 109,
        "total_tokens": 8762
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        false
      ],
      "source_match_count": 0,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0832",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Dominik Nagy pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o konkrétnom modeli GPU, ktorý Dominik Nagy pri práci používal, hoci je uvedené, že trénovanie modelu prebiehalo na GPU.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Dominik Nagy pri práci?",
            "limit": 5,
            "max_per_document": 10,
            "published_only": true
          },
          "latency_seconds": 0.227483,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "first_model_latency_seconds": 1.739321,
      "tool_latency_seconds": 0.227483,
      "final_model_latency_seconds": 7.51189,
      "total_latency_seconds": 9.479093,
      "usage": {
        "prompt_tokens": 8375,
        "completion_tokens": 158,
        "total_tokens": 8533
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0833",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Patrik Pavlišin používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/patrik_pavlisin/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Hoci zdroj spomína používanie GPU a trénovanie na serveri „idoc\", neobsahuje konkrétnu hodnotu množstva pamäte RAM (v GB), ktorú Patrik Pavlišin používal.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Patrik Pavlišin používal pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.225507,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "first_model_latency_seconds": 1.80652,
      "tool_latency_seconds": 0.225507,
      "final_model_latency_seconds": 8.243739,
      "total_latency_seconds": 10.276091,
      "usage": {
        "prompt_tokens": 9264,
        "completion_tokens": 184,
        "total_tokens": 9448
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0834",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Patrik Pavlišin?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/patrik_pavlisin/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o tom, koľko konkrétnych používateľov testovalo výsledný systém osoby Patrik Pavlišin. Zdroje uvádzajú ciele práce, ako je natrénovanie modelu prekladu a vyhodnotenie experimentov, ale neobsahujú údaje o počte testovacích používateľov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Patrik Pavlišin?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.229731,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "first_model_latency_seconds": 1.853522,
      "tool_latency_seconds": 0.229731,
      "final_model_latency_seconds": 8.305091,
      "total_latency_seconds": 10.388648,
      "usage": {
        "prompt_tokens": 8932,
        "completion_tokens": 201,
        "total_tokens": 9133
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0835",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Patrik Pavlišin pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/patrik_pavlisin/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Zdrojové dokumenty o Patrikovi Pavlišinovi síce spomínajú úsilie o rozbehnutie trénovania na GPU a inštaláciu CUDA toolkitu, ale neuvádzajú konkrétny model grafickej karty, ktorý bol použitý.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Patrik Pavlišin pri práci?"
          },
          "latency_seconds": 0.52999,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "first_model_latency_seconds": 1.17785,
      "tool_latency_seconds": 0.52999,
      "final_model_latency_seconds": 27.456136,
      "total_latency_seconds": 29.164706,
      "usage": {
        "prompt_tokens": 32750,
        "completion_tokens": 154,
        "total_tokens": 32904
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0836",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Dávid Omasta používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o tom, koľko GB RAM mal počítač alebo server, ktorý Dávid Omasta používal pri práci. Zdroje síce spomínajú použitie servera „idoc\" a problémy s GPU pri pokuse o spustenie modelu LLAMA, ale neuvádzajú špecifikácie operačnej pamäte.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Dávid Omasta používal pri práci?",
            "limit": 5,
            "max_per_document": 10,
            "published_only": true
          },
          "latency_seconds": 0.185994,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "first_model_latency_seconds": 1.821437,
      "tool_latency_seconds": 0.185994,
      "final_model_latency_seconds": 8.393215,
      "total_latency_seconds": 10.400911,
      "usage": {
        "prompt_tokens": 8486,
        "completion_tokens": 200,
        "total_tokens": 8686
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0837",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Dávid Omasta?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o tom, koľko konkrétnych používateľov testovalo výsledný systém v rámci práce Dávida Omasta.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Dávid Omasta?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.183852,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "first_model_latency_seconds": 1.918418,
      "tool_latency_seconds": 0.183852,
      "final_model_latency_seconds": 6.740596,
      "total_latency_seconds": 8.843217,
      "usage": {
        "prompt_tokens": 7669,
        "completion_tokens": 162,
        "total_tokens": 7831
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0838",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Dávid Omasta pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť, keďže hoci sa v zázname o Dávidovi Omastovi spomína, že modely LLAMA a mt5-base neboli použiteľné „kvôli GPU\", konkrétny model GPU nie je uvedený.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Dávid Omasta pri práci?",
            "limit": 5,
            "max_per_document": 10
          },
          "latency_seconds": 0.175473,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "first_model_latency_seconds": 1.552478,
      "tool_latency_seconds": 0.175473,
      "final_model_latency_seconds": 7.710909,
      "total_latency_seconds": 9.439147,
      "usage": {
        "prompt_tokens": 8544,
        "completion_tokens": 168,
        "total_tokens": 8712
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0839",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Kristián Sopkovič používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Kristián Sopkovič používal pri práci?",
            "limit": 5,
            "max_per_document": 10
          },
          "latency_seconds": 0.323215,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "first_model_latency_seconds": 1.661997,
      "tool_latency_seconds": 0.323215,
      "final_model_latency_seconds": 7.081002,
      "total_latency_seconds": 9.066505,
      "usage": {
        "prompt_tokens": 8589,
        "completion_tokens": 122,
        "total_tokens": 8711
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0840",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Kristián Sopkovič?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
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            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Kristián Sopkovič?",
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          "latency_seconds": 0.268305,
          "source_urls": [
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      "rag_source_urls": [
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    {
      "id": "q0841",
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      "difficulty": "medium",
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      "requested_model": "model120-fast",
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      "expected_source_urls": [
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "Z dostupných dokumentov ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o konkrétnom modeli GPU, ktorý používal Kristián Sopkovič pri práci, hoci sa v záznamoch spomína práca s hardvérom „1x24 GB Titan“ pri trénovaní modelov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
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          "name": "retrieve_zpwiki_context",
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    {
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      "split": "dev",
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      "question": "Koľko GB RAM mal počítač alebo server, ktorý Michal Stromko používal pri práci?",
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      "requested_model": "model120-fast",
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
      "tool_called": true,
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          "name": "retrieve_zpwiki_context",
          "arguments": {
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      "rag_source_urls": [
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    {
      "id": "q0843",
      "split": "dev",
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      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Michal Stromko?",
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      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa táto informácia nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
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          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Michal Stromko?",
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      "question": "Aký konkrétny model GPU používal Michal Stromko pri práci?",
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      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/michal_stromko/README.md"
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      "expected_source_urls": [
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      "expected_answer_contains": [],
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      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť, pretože v nájdených záznamoch o Michalovi Stromkovi sú uvedené iba použité modely (napr. mnlr, SlovakBERT, LABSE, WordEmbedding) a nástroje (FAISS, Qdrant), no neuvádza sa konkrétny model GPU hardvéru, ktorý pri práci použil.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
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    {
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      "split": "dev",
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      "requested_model": "model120-fast",
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      "expected_source_urls": [
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
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      "tool_call_count": 1,
      "tool_calls": [
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          "name": "retrieve_zpwiki_context",
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    {
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      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.",
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      "tool_call_count": 1,
      "tool_calls": [
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    {
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      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Artem Yatsenko pri práci?",
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      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
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    {
      "id": "q0848",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
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      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Matej Ščišľak používal pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
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          "latency_seconds": 0.239845,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
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      "first_model_latency_seconds": 1.879289,
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      "source_matches": [
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      "source_match_count": 1,
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    },
    {
      "id": "q0849",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Matej Ščišľak?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo nájsť informáciu o konkrétnom počte používateľov, ktorí testovali výsledný systém v práci Mateja Ščišľaka. Dokumenty uvádzajú iba úlohy pripraviť testovacie scenáre a vyhodnotiť chatbota, pričom pri bakalárskej práci sa spomína, že jedna množina na vyhodnotenie mala byť vlastná a druhá od kolegu, no nie je v nich uvedené, koľko ľudí systém reálne testovalo.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Matej Ščišľak?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.286774,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
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      "first_model_latency_seconds": 1.766636,
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      "usage": {
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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    },
    {
      "id": "q0850",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Matej Ščišľak pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa táto informácia nepodarilo spoľahlivo nájsť. Hoci dokument uvádza použitie nástrojov ako Ollama, GPT-OSS a LangChain, konkrétne označenie modelu grafickej karty (GPU) sa v textoch nie je explicitne spomenuté.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Matej Ščišľak pri práci?",
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            "max_per_document": 10,
            "published_only": false
          },
          "latency_seconds": 0.225011,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
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        }
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      "rag_source_urls": [
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      "usage": {
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
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      "source_matches": [
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      "source_match_count": 1,
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      "should_answer_score": 1.0,
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      "error": null
    },
    {
      "id": "q0851",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Oleh Poiasnik používal pri práci?",
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      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/oleh_poiasnik/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Hoci záznam o Oleho Poiasníkovi spomína použitie servera `quadro.kemt.fei.tuke.sk` a rôzne modely a nástroje, neuvádza sa v ňom konkrétne množstvo RAM (v GB) pre tento počítač alebo server.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Oleh Poiasnik používal pri práci?",
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            "published_only": true,
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          "latency_seconds": 0.223904,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
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      "first_model_latency_seconds": 1.788013,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0852",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Oleh Poiasnik?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Zdroje uvádzajú, že pri práci Olega Poiasnika boli plánované testovacie scenáre a vyhodnotenie pomocou dotazníka pre kolegov, ale neuvádza sa konkrétne číslo počtu testujúcich používateľov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Oleh Poiasnik?",
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          },
          "latency_seconds": 0.326563,
          "source_urls": [
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        }
      ],
      "rag_source_urls": [
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "source_matches": [
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      "source_match_count": 1,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0853",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Oleh Poiasnik pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/oleh_poiasnik/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Zdrojové dokumenty uvádzajú použité softvérové modely (napr. Mistral-Small, Qwen2.5), nástroje (vllm, ollama) a vektorové modely, ale neobsahujú konkrétny hardvérový model grafickej karty (GPU), ktorý Oleh Poiasnik pri práci používal.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "published_only": true
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          "latency_seconds": 0.206472,
          "source_urls": [
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      "rag_source_urls": [
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
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      "source_matches": [
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      "source_match_count": 1,
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      "should_answer_ok": true,
      "should_answer_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0854",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Tetiana Mohorian používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Tetiana Mohorian používal pri práci?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.376539,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
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      "usage": {
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
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      "source_matches": [
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      "source_match_count": 1,
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      "should_answer_ok": true,
      "should_answer_score": 1.0,
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      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0855",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Tetiana Mohorian?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť počet konkrétnych používateľov, ktorí testovali výsledný systém Tetiany Mohorian.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Tetiana Mohorian?",
            "limit": 5,
            "published_only": true,
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            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
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    {
      "id": "q0856",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Tetiana Mohorian pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o konkrétnom modeli GPU, ktorý používala Tetiana Mohorian pri práci; v dokumente je uvádzaná len možnosť, že ak jej nebude stačiť GPU jej vlastného počítača, môže získať prístup na školský server alebo použiť službu Google Colab.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Tetiana Mohorian pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
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          "latency_seconds": 0.146317,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
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      "rag_source_urls": [
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    {
      "id": "q0857",
      "split": "dev",
      "category": "unanswerable_missing_fact",
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      "question": "Koľko GB RAM mal počítač alebo server, ktorý Vladyslav Yanchenko používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa táto informácia nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Vladyslav Yanchenko používal pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
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          "latency_seconds": 0.147833,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
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      "rag_source_urls": [
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      "first_model_latency_seconds": 1.879323,
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      "source_match_count": 1,
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    {
      "id": "q0858",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Vladyslav Yanchenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/vladyslav_yanchenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Vladyslav Yanchenko?"
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          "latency_seconds": 0.282942,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
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            "https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
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    {
      "id": "q0859",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Vladyslav Yanchenko pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo nájsť informáciu o konkrétnom modeli GPU, ktorý Vladyslav Yanchenko používal pri práci na svojej bakalárskej práci. Dokumenty uvádzajú použitie klaudového prostredia, konkrétne Azure a Kubernetes, no nešpecifikujú hardvérovú infraštruktúru GPU na lokálnej strane alebo v cloude.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
      "tool_called": true,
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      "tool_calls": [
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          "name": "retrieve_zpwiki_context",
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            "query": "Aký konkrétny model GPU používal Vladyslav Yanchenko pri práci?",
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          "latency_seconds": 0.133145,
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      "rag_source_urls": [
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      "first_model_latency_seconds": 1.802386,
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      "source_match_count": 1,
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      "error": null
    },
    {
      "id": "q0860",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Daniil Huzenko používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
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      "expected_source_urls": [
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o tom, koľko GB RAM mal počítač alebo server, ktorý Daniil Huzenko používal pri práci. Hoci dokument uvádza, že študent mal do práce zapísať aj informácie o hardvéri, ktorý dostal, konkrétny údaj o veľkosti operačnej pamäte v nájdených úsekoch chýba.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
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            "published_only": true,
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          "latency_seconds": 0.141995,
          "source_urls": [
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    {
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      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Daniil Huzenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
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          "name": "retrieve_zpwiki_context",
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            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Daniil Huzenko?",
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          "source_urls": [
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      "rag_source_urls": [
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    {
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      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Daniil Huzenko pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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      "tool_calls": [
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          "latency_seconds": 0.234825,
          "source_urls": [
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      "rag_source_urls": [
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    },
    {
      "id": "q0863",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Samuel Džurina používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Samuel Džurina používal pri práci?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.229359,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "first_model_latency_seconds": 1.621295,
      "tool_latency_seconds": 0.229359,
      "final_model_latency_seconds": 23.540581,
      "total_latency_seconds": 25.392064,
      "usage": {
        "prompt_tokens": 29039,
        "completion_tokens": 119,
        "total_tokens": 29158
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0864",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Samuel Džurina?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o počte konkrétnych používateľov, ktorí testovali výsledný systém Samuela Džurinu. Dokument síce uvádza, že agenta je potrebné otestovať a vyhodnotiť formou dotazníka, ale neobsahuje údaje o tom, koľko ľudí sa už na testovaní zúčastnilo.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Samuel Džurina?",
            "limit": 5,
            "max_per_document": 10
          },
          "latency_seconds": 0.18471,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "first_model_latency_seconds": 1.735848,
      "tool_latency_seconds": 0.18471,
      "final_model_latency_seconds": 8.325781,
      "total_latency_seconds": 10.246596,
      "usage": {
        "prompt_tokens": 8245,
        "completion_tokens": 202,
        "total_tokens": 8447
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0865",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Samuel Džurina pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Samuel Džurina pri práci?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.314605,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
      ],
      "first_model_latency_seconds": 1.545429,
      "tool_latency_seconds": 0.314605,
      "final_model_latency_seconds": 25.6682,
      "total_latency_seconds": 27.528981,
      "usage": {
        "prompt_tokens": 31857,
        "completion_tokens": 116,
        "total_tokens": 31973
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0866",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Simona Bobrovčanová?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo nájsť informáciu o počte konkrétnych používateľov, ktorí testovali výsledný systém pri práci Simony Bobrovčanovej; v zdrojoch sú uvedené iba technické metódy vyhodnotenia ako ROUGE, BLEU alebo porovnanie s jazykovými modelmi.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Simona Bobrovčanová?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.286573,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "first_model_latency_seconds": 1.761053,
      "tool_latency_seconds": 0.286573,
      "final_model_latency_seconds": 17.814718,
      "total_latency_seconds": 19.86288,
      "usage": {
        "prompt_tokens": 20668,
        "completion_tokens": 183,
        "total_tokens": 20851
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0867",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Simona Bobrovčanová pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Hoci je v zázname o práci Simony Bobrovčanovej uvedený hardvérový limit (6 GB RAM) a uvedené modely (napr. Slovak-mistral 7B, Qwen3, Gemma), nie je špecifikovaný konkrétny model grafickej karty (GPU), ktorý bol pri týchto experimentoch použitý.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Simona Bobrovčanová pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.133292,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "first_model_latency_seconds": 1.77975,
      "tool_latency_seconds": 0.133292,
      "final_model_latency_seconds": 7.851216,
      "total_latency_seconds": 9.764532,
      "usage": {
        "prompt_tokens": 7669,
        "completion_tokens": 211,
        "total_tokens": 7880
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0868",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Valerii Kutsenko používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Valerii Kutsenko používal pri práci?",
            "limit": 10,
            "max_per_document": 5
          },
          "latency_seconds": 0.569071,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"
      ],
      "first_model_latency_seconds": 1.599265,
      "tool_latency_seconds": 0.569071,
      "final_model_latency_seconds": 30.228306,
      "total_latency_seconds": 32.397456,
      "usage": {
        "prompt_tokens": 36976,
        "completion_tokens": 119,
        "total_tokens": 37095
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0869",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Valerii Kutsenko?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Poskytnutý kontext pre Valeriiho Kutsenka uvádza úlohy, metódy (ako RAG, SlovakT5, SKQUAD) a vývoj modelu, ale neobsahuje údaje o počte konkrétnych používateľov, ktorí by testovali výsledný systém.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Valerii Kutsenko?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.309694,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "first_model_latency_seconds": 1.886238,
      "tool_latency_seconds": 0.309694,
      "final_model_latency_seconds": 9.088902,
      "total_latency_seconds": 11.28515,
      "usage": {
        "prompt_tokens": 9212,
        "completion_tokens": 202,
        "total_tokens": 9414
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0870",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Valerii Kutsenko pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o konkrétnom modeli GPU, ktorý Valerii Kutsenko pri práci používal.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Valerii Kutsenko pri práci?",
            "limit": 5,
            "max_per_document": 5,
            "published_only": true
          },
          "latency_seconds": 0.258956,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "first_model_latency_seconds": 1.753537,
      "tool_latency_seconds": 0.258956,
      "final_model_latency_seconds": 7.304539,
      "total_latency_seconds": 9.317314,
      "usage": {
        "prompt_tokens": 8691,
        "completion_tokens": 145,
        "total_tokens": 8836
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
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      "error": null
    },
    {
      "id": "q0871",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Andrii Pervashov používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Andrii Pervashov používal pri práci?",
            "limit": 10,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.495799,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
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      "first_model_latency_seconds": 1.879833,
      "tool_latency_seconds": 0.495799,
      "final_model_latency_seconds": 23.280779,
      "total_latency_seconds": 25.657081,
      "usage": {
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      "source_match_count": 1,
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      "should_answer_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0872",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Andrii Pervashov?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Hoci dokument Andrii Pervashov obsahuje detaily o jeho diplomovej a bakalárskej práci, vrátane cieľov a úloh, neobsahuje údaje o počte konkrétnych používateľov, ktorí testovali výsledný systém.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Andrii Pervashov?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 3
          },
          "latency_seconds": 0.209173,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
      ],
      "first_model_latency_seconds": 1.871628,
      "tool_latency_seconds": 0.209173,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "source_matches": [
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      "source_match_count": 1,
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      "should_answer_score": 1.0,
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      "strict_pass": true,
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    },
    {
      "id": "q0873",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Andrii Pervashov pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
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      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo nájsť informáciu o konkrétnom modeli GPU, ktorý používal Andrii Pervashov pri práci, hoci je uvedené, že pri trénovaní modelov (napr. byt5) čelil obmedzeniam pamäte GPU a pracoval s obmedzením dĺžky vstupov na 128 znakov kvôli pamäťovým kapacitám.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model GPU používal Andrii Pervashov pri práci?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.322213,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
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            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
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        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
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      "first_model_latency_seconds": 1.587574,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "source_match_count": 1,
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    },
    {
      "id": "q0874",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko GB RAM mal počítač alebo server, ktorý Ján Pták používal pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko GB RAM mal počítač alebo server, ktorý Ján Pták používal pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.125851,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
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      "first_model_latency_seconds": 1.808506,
      "tool_latency_seconds": 0.125851,
      "final_model_latency_seconds": 7.228447,
      "total_latency_seconds": 9.163094,
      "usage": {
        "prompt_tokens": 8209,
        "completion_tokens": 129,
        "total_tokens": 8338
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0875",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Ján Pták?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko konkrétnych používateľov testovalo výsledný systém osoby Ján Pták?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.195609,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
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            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko",
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        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
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        "https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko",
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      "first_model_latency_seconds": 1.697937,
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      "final_model_latency_seconds": 13.251553,
      "total_latency_seconds": 15.145567,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "source_match_count": 1,
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      "should_answer_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0876",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model GPU používal Ján Pták pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
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      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
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      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
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            "max_per_document": 10
          },
          "latency_seconds": 0.395458,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
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            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
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        }
      ],
      "rag_source_urls": [
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      "first_model_latency_seconds": 1.543496,
      "tool_latency_seconds": 0.395458,
      "final_model_latency_seconds": 18.290831,
      "total_latency_seconds": 20.230428,
      "usage": {
        "prompt_tokens": 22812,
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      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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      "source_match_count": 1,
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      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0877",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model procesora alebo CPU používal Ján Holp pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
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      "expected_source_urls": [
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      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model procesora alebo CPU používal Ján Holp pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.341278,
          "source_urls": [
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            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/topics/bert"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/topics/bert"
      ],
      "first_model_latency_seconds": 1.779095,
      "tool_latency_seconds": 0.341278,
      "final_model_latency_seconds": 22.735863,
      "total_latency_seconds": 24.857087,
      "usage": {
        "prompt_tokens": 27950,
        "completion_tokens": 128,
        "total_tokens": 28078
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0878",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Akú výslednú známku z obhajoby získal Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Akú výslednú známku z obhajoby získal Ján Holp?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.216292,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "first_model_latency_seconds": 1.810624,
      "tool_latency_seconds": 0.216292,
      "final_model_latency_seconds": 10.543447,
      "total_latency_seconds": 12.570812,
      "usage": {
        "prompt_tokens": 12597,
        "completion_tokens": 130,
        "total_tokens": 12727
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0879",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko strán mala finálna záverečná práca osoby Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o počte strán finálnej záverečnej práce osoby Ján Holp. Zdroj uvádza názov jeho diplomovej práce z roku 2021 (\"Systém získavania informácií v slovenskom jazyku\") a zadanie, ale neobsahuje údaj o celkovom počte strán.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko strán mala finálna záverečná práca osoby Ján Holp?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.262385,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.796733,
      "tool_latency_seconds": 0.262385,
      "final_model_latency_seconds": 7.468479,
      "total_latency_seconds": 9.527916,
      "usage": {
        "prompt_tokens": 7688,
        "completion_tokens": 199,
        "total_tokens": 7887
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0880",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aká konkrétna IP adresa bola použitá pre nasadený systém osoby Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aká konkrétna IP adresa bola použitá pre nasadený systém osoby Ján Holp?",
            "limit": 10,
            "published_only": true
          },
          "latency_seconds": 0.475702,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "first_model_latency_seconds": 1.641283,
      "tool_latency_seconds": 0.475702,
      "final_model_latency_seconds": 25.584155,
      "total_latency_seconds": 27.701988,
      "usage": {
        "prompt_tokens": 31777,
        "completion_tokens": 117,
        "total_tokens": 31894
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0881",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Akú presnú veľkosť v GB mala hlavná dátová množina použitá osobou Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Hoci je v dokumente o Janovi Holpovi spomínaná úloha využiť „veľké slovenské dáta z internetu\" a riešiť problémy s databázou Cassandra, nie je v ňom explicitne uvedená presná veľkosť hlavnej dátovej množiny v GB.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Akú presnú veľkosť v GB mala hlavná dátová množina použitá osobou Ján Holp?"
          },
          "latency_seconds": 0.347643,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
      ],
      "first_model_latency_seconds": 1.226711,
      "tool_latency_seconds": 0.347643,
      "final_model_latency_seconds": 28.320197,
      "total_latency_seconds": 29.895332,
      "usage": {
        "prompt_tokens": 33119,
        "completion_tokens": 161,
        "total_tokens": 33280
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0882",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny finančný rozpočet bol uvedený pre projekt osoby Ján Holp?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa informáciu o konkrétnom finančnom rozpočte pre projekty osoby Ján Holp nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny finančný rozpočet bol uvedený pre projekt osoby Ján Holp?"
          },
          "latency_seconds": 0.27315,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
      ],
      "first_model_latency_seconds": 1.169927,
      "tool_latency_seconds": 0.27315,
      "final_model_latency_seconds": 13.082552,
      "total_latency_seconds": 14.526087,
      "usage": {
        "prompt_tokens": 15562,
        "completion_tokens": 107,
        "total_tokens": 15669
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0883",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aký konkrétny model procesora alebo CPU používal Tomáš Kuchárik pri práci?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aký konkrétny model procesora alebo CPU používal Tomáš Kuchárik pri práci?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 3
          },
          "latency_seconds": 0.309249,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
      ],
      "first_model_latency_seconds": 1.839232,
      "tool_latency_seconds": 0.309249,
      "final_model_latency_seconds": 11.094965,
      "total_latency_seconds": 13.243909,
      "usage": {
        "prompt_tokens": 13671,
        "completion_tokens": 130,
        "total_tokens": 13801
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0884",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Akú výslednú známku z obhajoby získal Tomáš Kuchárik?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Akú výslednú známku z obhajoby získal Tomáš Kuchárik?",
            "limit": 5
          },
          "latency_seconds": 0.379345,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "first_model_latency_seconds": 1.426527,
      "tool_latency_seconds": 0.379345,
      "final_model_latency_seconds": 11.583057,
      "total_latency_seconds": 13.389414,
      "usage": {
        "prompt_tokens": 14472,
        "completion_tokens": 106,
        "total_tokens": 14578
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0885",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Koľko strán mala finálna záverečná práca osoby Tomáš Kuchárik?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo spoľahlivo nájsť informáciu o tom, koľko strán mala finálna záverečná práca Tomáša Kuchárika, hoci z dokumentu vyplýva, že vypracovával diplomovú prácu v roku 2022 a v priebehu štúdia mal vypracovať draft práce vo forme článku na cca 10 strán.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Koľko strán mala finálna záverečná práca osoby Tomáš Kuchárik?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.214917,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.866214,
      "tool_latency_seconds": 0.214917,
      "final_model_latency_seconds": 7.700263,
      "total_latency_seconds": 9.781673,
      "usage": {
        "prompt_tokens": 7779,
        "completion_tokens": 207,
        "total_tokens": 7986
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0886",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Aká konkrétna IP adresa bola použitá pre nasadený systém osoby Tomáš Kuchárik?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Aká konkrétna IP adresa bola použitá pre nasadený systém osoby Tomáš Kuchárik?",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.334861,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
      ],
      "first_model_latency_seconds": 1.844724,
      "tool_latency_seconds": 0.334861,
      "final_model_latency_seconds": 17.978054,
      "total_latency_seconds": 20.158297,
      "usage": {
        "prompt_tokens": 22685,
        "completion_tokens": 131,
        "total_tokens": 22816
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0887",
      "split": "dev",
      "category": "unanswerable_missing_fact",
      "difficulty": "medium",
      "question": "Akú presnú veľkosť v GB mala hlavná dátová množina použitá osobou Tomáš Kuchárik?",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [],
      "should_answer": false,
      "note": "Negatívny grounded test: relevantný dokument existuje, ale audit zdroja nepotvrdil požadovaný konkrétny fakt. Model má priznať nedostatok informácií a nesmie fakt domyslieť.",
      "answer": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Akú presnú veľkosť v GB mala hlavná dátová množina použitá osobou Tomáš Kuchárik?",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.379356,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.695626,
      "tool_latency_seconds": 0.379356,
      "final_model_latency_seconds": 25.897841,
      "total_latency_seconds": 27.973555,
      "usage": {
        "prompt_tokens": 31752,
        "completion_tokens": 121,
        "total_tokens": 31873
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 0,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": true,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0942",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Dárius Lindvai uveď názov diplomovej práce patriacej do kategórie „dp2021“ a rok vyjadrený touto kategóriou.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/darius_lindvai/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
      ],
      "expected_answer_contains": [
        "Obnovenie interpunkcie pomocou hlbokých neurónových sietí",
        "2021"
      ],
      "should_answer": true,
      "note": "Rok 2021 je odvodený explicitne z kategórie dp2021. Na stránke sa zároveň nachádzajú sekcie diplomového projektu z roku 2020, preto musí otázka rozlišovať rok kategórie od roku sekcie.",
      "answer": "Dárius Lindvai vypracovával diplomovú prácu s názvom „Obnovenie interpunkcie pomocou hlbokých neurónových sietí\" v roku 2021, ktorý je vyjadrený kategóriou dp2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Dárius Lindvai uveď názov diplomovej práce patriacej do kategórie „dp2021“ a rok vyjadrený touto kategóriou.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.568291,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "first_model_latency_seconds": 1.857243,
      "tool_latency_seconds": 0.568291,
      "final_model_latency_seconds": 18.980378,
      "total_latency_seconds": 21.406602,
      "usage": {
        "prompt_tokens": 22645,
        "completion_tokens": 169,
        "total_tokens": 22814
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0943",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Dominik Nagy uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "expected_answer_contains": [
        "Neurónový strojový preklad pomocou knižnice Fairseq",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Dominik Nagy vypracoval diplomovú prácu s názvom „Neurónový strojový preklad pomocou knižnice Fairseq\" v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Dominik Nagy uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.540408,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "first_model_latency_seconds": 1.621585,
      "tool_latency_seconds": 0.540408,
      "final_model_latency_seconds": 25.671956,
      "total_latency_seconds": 27.834678,
      "usage": {
        "prompt_tokens": 31204,
        "completion_tokens": 131,
        "total_tokens": 31335
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0944",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Jakub Maruniak uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jakub_maruniak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "expected_answer_contains": [
        "Anotácia a rozpoznávanie pomenovaných entít v slovenskom jazyku",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri Jakubovi Maruniakovi je na ZP Wiki uvedená diplomová práca s názvom „Anotácia a rozpoznávanie pomenovaných entít v slovenskom jazyku\" pre rok 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Jakub Maruniak uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.562602,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "first_model_latency_seconds": 1.825934,
      "tool_latency_seconds": 0.562602,
      "final_model_latency_seconds": 23.468173,
      "total_latency_seconds": 25.857355,
      "usage": {
        "prompt_tokens": 28137,
        "completion_tokens": 160,
        "total_tokens": 28297
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0945",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Ján Holp uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "Systém získavania informácií v slovenskom jazyku",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Ján Holp vypracovával diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\" v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Ján Holp uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.533554,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.653191,
      "tool_latency_seconds": 0.533554,
      "final_model_latency_seconds": 24.13886,
      "total_latency_seconds": 26.326378,
      "usage": {
        "prompt_tokens": 29192,
        "completion_tokens": 134,
        "total_tokens": 29326
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0946",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Lukáš Pokrývka uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
      ],
      "expected_answer_contains": [
        "Paralelné trénovanie neurónových sietí",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Lukáš Pokrývka vypracoval diplomovú prácu s názvom „Paralelné trénovanie neurónových sietí\", ktorá je na ZP Wiki uvedená v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Lukáš Pokrývka uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.463078,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.885186,
      "tool_latency_seconds": 0.463078,
      "final_model_latency_seconds": 22.975388,
      "total_latency_seconds": 25.324418,
      "usage": {
        "prompt_tokens": 27589,
        "completion_tokens": 158,
        "total_tokens": 27747
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0947",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Márk Fehér uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/mark_feher/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"
      ],
      "expected_answer_contains": [
        "Klasifikácia textu metódami strojového učenia",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Márk Fehér vypracovával diplomovú prácu s názvom „Klasifikácia textu metódami strojového učenia\" a podľa záznamu na ZP Wiki je táto práca uvedená v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Márk Fehér uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5
          },
          "latency_seconds": 0.639479,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.436959,
      "tool_latency_seconds": 0.639479,
      "final_model_latency_seconds": 23.167549,
      "total_latency_seconds": 25.244639,
      "usage": {
        "prompt_tokens": 27688,
        "completion_tokens": 137,
        "total_tokens": 27825
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0948",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Maroš Harahus uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/maros_harahus/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
      ],
      "expected_answer_contains": [
        "Neurónová morfologická anotácia slovenského jazyka",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Maroš Harahus je na ZP Wiki uvedená diplomová práca s názvom „Neurónová morfologická anotácia slovenského jazyka“ v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Maroš Harahus uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.67427,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "first_model_latency_seconds": 1.818587,
      "tool_latency_seconds": 0.67427,
      "final_model_latency_seconds": 24.02076,
      "total_latency_seconds": 26.514394,
      "usage": {
        "prompt_tokens": 28984,
        "completion_tokens": 154,
        "total_tokens": 29138
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0949",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Patrik Pavlišin uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/patrik_pavlisin/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "expected_answer_contains": [
        "Metódy automatického prekladu",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Patrik Pavlišin vypracoval bakalársku prácu s názvom „Metódy automatického prekladu“ v roku 2020.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Patrik Pavlišin uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.470457,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.656847,
      "tool_latency_seconds": 0.470457,
      "final_model_latency_seconds": 21.770887,
      "total_latency_seconds": 23.898838,
      "usage": {
        "prompt_tokens": 26436,
        "completion_tokens": 132,
        "total_tokens": 26568
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0950",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Tomáš Kuchárik uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [
        "Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou strojového prekladu",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Tomáš Kuchárik má na ZP Wiki uvedenú diplomovú prácu s názvom „Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou crowdsourcingu“ z roku 2021 a diplomovú prácu s názvom „Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou strojového prekladu“ z roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Tomáš Kuchárik uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.493779,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "first_model_latency_seconds": 1.643222,
      "tool_latency_seconds": 0.493779,
      "final_model_latency_seconds": 24.063454,
      "total_latency_seconds": 26.201197,
      "usage": {
        "prompt_tokens": 28042,
        "completion_tokens": 193,
        "total_tokens": 28235
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0951",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Dmytro Ushatenko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2017/dmytro_ushatenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
      ],
      "expected_answer_contains": [
        "Jednoduchý chatbot v jazyku Python",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca Dmytra Ushatenka má názov „Jednoduchý chatbot v jazyku Python\" a na ZP Wiki je uvedená pre rok 2020.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Dmytro Ushatenko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.276913,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/topics/chatbot"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "first_model_latency_seconds": 1.928032,
      "tool_latency_seconds": 0.276913,
      "final_model_latency_seconds": 17.527374,
      "total_latency_seconds": 19.732868,
      "usage": {
        "prompt_tokens": 21108,
        "completion_tokens": 157,
        "total_tokens": 21265
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0952",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Dávid Omasta uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "expected_answer_contains": [
        "Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku",
        "2024"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Dávid Omasta má na ZP Wiki evidovanú diplomovú prácu s návrhom názvu „Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku“ pre rok 2024 a diplomovú prácu s návrhom názvu „Generatívne modely slovenského jazyka“ pre rok 2023.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Dávid Omasta uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.370966,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "first_model_latency_seconds": 1.840231,
      "tool_latency_seconds": 0.370966,
      "final_model_latency_seconds": 23.664869,
      "total_latency_seconds": 25.876774,
      "usage": {
        "prompt_tokens": 27895,
        "completion_tokens": 192,
        "total_tokens": 28087
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0953",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Martin Wencel uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/martin_wencel/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"
      ],
      "expected_answer_contains": [
        "Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre osobu Martin Wencel je na ZP Wiki uvedená bakalárska práca s názvom „Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy\" z roku 2020.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Martin Wencel uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.403181,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
      ],
      "first_model_latency_seconds": 1.836327,
      "tool_latency_seconds": 0.403181,
      "final_model_latency_seconds": 22.712242,
      "total_latency_seconds": 24.952381,
      "usage": {
        "prompt_tokens": 27156,
        "completion_tokens": 162,
        "total_tokens": 27318
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0954",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Ondrej Megela uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/ondrej_megela/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "expected_answer_contains": [
        "Neurónové jazykové modelovanie typu BERT",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca Ondreja Megelu má názov „Neurónové jazykové modelovanie typu BERT\" a je uvedená pre rok 2020 (podľa kategórie bp2021 a sekcie v dokumente).\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Ondrej Megela uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.409193,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/topics/bert",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/topics/bert",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.844343,
      "tool_latency_seconds": 0.409193,
      "final_model_latency_seconds": 21.276035,
      "total_latency_seconds": 23.530238,
      "usage": {
        "prompt_tokens": 25635,
        "completion_tokens": 165,
        "total_tokens": 25800
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0955",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Alina Vitko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/alina_vitko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"
      ],
      "expected_answer_contains": [
        "Systémy pre generovanie odpovede na otázku v prirodzenom jazyku",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Alina Vitko vypracovávala bakalársku prácu s názvom „Systémy pre generovanie odpovede na otázku v prirodzenom jazyku\" v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Alina Vitko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená."
          },
          "latency_seconds": 0.423098,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "first_model_latency_seconds": 1.228918,
      "tool_latency_seconds": 0.423098,
      "final_model_latency_seconds": 23.032637,
      "total_latency_seconds": 24.685348,
      "usage": {
        "prompt_tokens": 27916,
        "completion_tokens": 114,
        "total_tokens": 28030
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0956",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Artem Yatsenko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "Rozpoznávanie pomenovaných entít v slovenskom jazyku",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Artem Yatsenko má na ZP Wiki uvedenú bakalársku prácu s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku“ z roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Artem Yatsenko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "published_only": false,
            "limit": 5,
            "max_per_document": 1
          },
          "latency_seconds": 0.383949,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.856576,
      "tool_latency_seconds": 0.383949,
      "final_model_latency_seconds": 21.181143,
      "total_latency_seconds": 23.422307,
      "usage": {
        "prompt_tokens": 25297,
        "completion_tokens": 155,
        "total_tokens": 25452
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0957",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Filip Tomáš uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/filip_tomas/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "expected_answer_contains": [
        "Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Filip Tomáš vypracovával bakalársku prácu s názvom „Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia“ v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Filip Tomáš uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.4906,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.842676,
      "tool_latency_seconds": 0.4906,
      "final_model_latency_seconds": 22.011062,
      "total_latency_seconds": 24.344994,
      "usage": {
        "prompt_tokens": 26259,
        "completion_tokens": 150,
        "total_tokens": 26409
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
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      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0958",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Kristián Sopkovič uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Model Spacy pre spracovanie prirodzeného jazyka v slovenčine",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Záznam o bakalárskej práci Kristiána Sopkoviča na ZP Wiki uvádza rok 2022 a ako návrh na názov práce „Model Spacy pre spracovanie prirodzeného jazyka v slovenčine\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Kristián Sopkovič uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "published_only": true
          },
          "latency_seconds": 0.440455,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "first_model_latency_seconds": 1.514617,
      "tool_latency_seconds": 0.440455,
      "final_model_latency_seconds": 20.155535,
      "total_latency_seconds": 22.111406,
      "usage": {
        "prompt_tokens": 24203,
        "completion_tokens": 141,
        "total_tokens": 24344
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0959",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Michal Stromko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/michal_stromko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "expected_answer_contains": [
        "Indexovanie slovenského textu pomocou Elasticsearch",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Michal Stromko vypracovával bakalársku prácu v roku 2022 s názvom „Indexovanie slovenského textu pomocou Elasticsearch\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Michal Stromko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5
          },
          "latency_seconds": 0.425266,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.436217,
      "tool_latency_seconds": 0.425266,
      "final_model_latency_seconds": 17.54772,
      "total_latency_seconds": 19.409747,
      "usage": {
        "prompt_tokens": 21450,
        "completion_tokens": 116,
        "total_tokens": 21566
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0960",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Eduard Matovka uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/eduard_matovka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "expected_answer_contains": [
        "Slovenská konverzačná umelá inteligencia",
        "2024"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca Eduarda Matovku sa na ZP Wiki uvádza pod názvom „Slovenská konverzačná umelá inteligencia\" a je evidovaná za rok 2024.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Eduard Matovka uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.382232,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
      ],
      "first_model_latency_seconds": 1.879244,
      "tool_latency_seconds": 0.382232,
      "final_model_latency_seconds": 21.079229,
      "total_latency_seconds": 23.341426,
      "usage": {
        "prompt_tokens": 25673,
        "completion_tokens": 157,
        "total_tokens": 25830
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0961",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Martin Šarišský uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/martin_sarissky/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "expected_answer_contains": [
        "Agentové systémy pomocou veľkého jazykového modelu",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Martin Šarišský má na ZP Wiki uvedenú diplomovú prácu s názvom „Agentové systémy pomocou veľkého jazykového modelu\" pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Martin Šarišský uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "published_only": true,
            "limit": 5,
            "max_per_document": 1
          },
          "latency_seconds": 0.477811,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.841146,
      "tool_latency_seconds": 0.477811,
      "final_model_latency_seconds": 22.819151,
      "total_latency_seconds": 25.138789,
      "usage": {
        "prompt_tokens": 27667,
        "completion_tokens": 150,
        "total_tokens": 27817
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0962",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Matej Novotný uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_novotny/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
      ],
      "expected_answer_contains": [
        "Klasifikácia webových dát pre lepšie jazykové modelovanie",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Matej Novotný má na ZP Wiki uvedenú diplomovú prácu s názvom „Klasifikácia webových dát pre lepšie jazykové modelovanie\" z roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Matej Novotný uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.451272,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "first_model_latency_seconds": 1.841419,
      "tool_latency_seconds": 0.451272,
      "final_model_latency_seconds": 23.191276,
      "total_latency_seconds": 25.48476,
      "usage": {
        "prompt_tokens": 27890,
        "completion_tokens": 154,
        "total_tokens": 28044
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0963",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Matej Ščišľak uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "Znalostné grafy pre zlepšenie vyhľadávania právnych informácií",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Matej Ščišľak vypracováva diplomovú prácu s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií\", ktorá je v ZP Wiki uvedená v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Matej Ščišľak uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.399075,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.866259,
      "tool_latency_seconds": 0.399075,
      "final_model_latency_seconds": 21.144202,
      "total_latency_seconds": 23.41028,
      "usage": {
        "prompt_tokens": 25313,
        "completion_tokens": 165,
        "total_tokens": 25478
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0964",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Vladimír Ferko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/vladimir_ferko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
      ],
      "expected_answer_contains": [
        "Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči",
        "2024"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca Vladimíra Ferku má názov „Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči“ a je na ZP Wiki uvedená v roku 2024.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Vladimír Ferko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5
          },
          "latency_seconds": 0.492146,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.460519,
      "tool_latency_seconds": 0.492146,
      "final_model_latency_seconds": 23.247915,
      "total_latency_seconds": 25.201239,
      "usage": {
        "prompt_tokens": 27935,
        "completion_tokens": 138,
        "total_tokens": 28073
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0965",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Andrii Pervashov uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "expected_answer_contains": [
        "Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre osobu Andrii Pervashov je na ZP Wiki uvedená diplomová práca v roku 2027 s návrhom na tému „Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Andrii Pervashov uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.719068,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.877509,
      "tool_latency_seconds": 0.719068,
      "final_model_latency_seconds": 24.916831,
      "total_latency_seconds": 27.514099,
      "usage": {
        "prompt_tokens": 29782,
        "completion_tokens": 167,
        "total_tokens": 29949
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0966",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Daniil Huzenko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "Testovanie hybridného klaudu s využiťím kombinácie verejného a privátneho riešenia",
        "2025"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Daniil Huzenko má na ZP Wiki uvedenú bakalársku prácu s predbežným názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\" pre rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Daniil Huzenko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.311985,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
      ],
      "first_model_latency_seconds": 1.857033,
      "tool_latency_seconds": 0.311985,
      "final_model_latency_seconds": 19.850008,
      "total_latency_seconds": 22.019635,
      "usage": {
        "prompt_tokens": 23773,
        "completion_tokens": 164,
        "total_tokens": 23937
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0967",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Ján Malinovský uveď názov záznamu typu „diplomový projekt“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_malinovsky/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
      ],
      "expected_answer_contains": [
        "Grafové vyhľadávanie pre podporu vzdelávania",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre Ján Malinovský je v ZP Wiki uvedený diplomový projekt s názvom „Grafové vyhľadávanie pre podporu vzdelávania\" a rok, na ktorý je tento projekt zameraný, je 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Ján Malinovský uveď názov záznamu typu „diplomový projekt“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.454721,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021/annotation",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021/annotation",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.817183,
      "tool_latency_seconds": 0.454721,
      "final_model_latency_seconds": 22.979041,
      "total_latency_seconds": 25.251581,
      "usage": {
        "prompt_tokens": 27672,
        "completion_tokens": 160,
        "total_tokens": 27832
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0968",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Ján Pták uveď názov témy alebo práce uvedenej v zázname typu „diplomový projekt“ a rok uvedený v názve príslušnej sekcie. Neuvádzaj rok začiatku štúdia.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "Agent pre manažment záverečných prác",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Ján Pták má v zázname typu diplomový projekt v sekcií „Diplomový projekt 2026\" uvedenú tému „Agent pre manažment záverečných prác\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Ján Pták uveď názov témy alebo práce uvedenej v zázname typu „diplomový projekt“ a rok uvedený v názve príslušnej sekcie. Neuvádzaj rok začiatku štúdia.",
            "limit": 10,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.665028,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.958565,
      "tool_latency_seconds": 0.665028,
      "final_model_latency_seconds": 22.113925,
      "total_latency_seconds": 24.738213,
      "usage": {
        "prompt_tokens": 26631,
        "completion_tokens": 157,
        "total_tokens": 26788
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0969",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Oleh Poiasnik uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/oleh_poiasnik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [
        "Expertný agentový systém na podporu rozhodovania v lekárni",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Oleh Poiasnik má na ZP Wiki uvedenú diplomovú prácu s názvom „Expertný agentový systém na podporu rozhodovania v lekárni“ v roku 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Oleh Poiasnik uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.739312,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.838833,
      "tool_latency_seconds": 0.739312,
      "final_model_latency_seconds": 24.882872,
      "total_latency_seconds": 27.461745,
      "usage": {
        "prompt_tokens": 30021,
        "completion_tokens": 150,
        "total_tokens": 30171
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0970",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Samuel Vasiľ uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/samuel_vasil/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "expected_answer_contains": [
        "Orchestrácia veľkých jazykových modelov pomocou model context protokolu s využitím OpenWebUI",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Samuel Vasiľ je na ZP Wiki uvedená bakalárska práca s predbežným názvom „Orchestrácia veľkých jazykových modelov pomocou model context protokolu s využitím OpenWebUI\" a táto práca je evidovaná v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Samuel Vasiľ uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.357352,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.841968,
      "tool_latency_seconds": 0.357352,
      "final_model_latency_seconds": 22.442796,
      "total_latency_seconds": 24.642831,
      "usage": {
        "prompt_tokens": 26551,
        "completion_tokens": 176,
        "total_tokens": 26727
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0971",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Tetiana Mohorian uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov",
        "2025"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri Tetiane Mohorian je na ZP Wiki uvedená bakalárska práca s predbežným názvom „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov“ pre rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Tetiana Mohorian uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.425873,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.854273,
      "tool_latency_seconds": 0.425873,
      "final_model_latency_seconds": 21.385733,
      "total_latency_seconds": 23.666546,
      "usage": {
        "prompt_tokens": 25773,
        "completion_tokens": 163,
        "total_tokens": 25936
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0972",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Valerii Kutsenko uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [
        "Zlepšenie vyhľadávania pomocou znalostných grafov",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre študentku Valerii Kutsenko je na ZP Wiki uvedená diplomová práca s názvom „Zlepšenie vyhľadávania pomocou znalostných grafov\" pre rok 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Valerii Kutsenko uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.492789,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.843924,
      "tool_latency_seconds": 0.492789,
      "final_model_latency_seconds": 21.161542,
      "total_latency_seconds": 23.498879,
      "usage": {
        "prompt_tokens": 25747,
        "completion_tokens": 155,
        "total_tokens": 25902
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0973",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Vladyslav Yanchenko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/vladyslav_yanchenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
      ],
      "expected_answer_contains": [
        "Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí",
        "2025"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Vladyslav Yanchenko má na ZP Wiki uvedenú bakalársku prácu s názvom „Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí“ v roku 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Vladyslav Yanchenko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "published_only": true,
            "limit": 5,
            "max_per_document": 1
          },
          "latency_seconds": 0.456973,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.878619,
      "tool_latency_seconds": 0.456973,
      "final_model_latency_seconds": 23.415598,
      "total_latency_seconds": 25.752056,
      "usage": {
        "prompt_tokens": 28199,
        "completion_tokens": 163,
        "total_tokens": 28362
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0974",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Denis Le Thanh uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/denis_le_thanh/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "expected_answer_contains": [
        "Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo nájsť finálny názov bakalárskej práce pre Denis Le Thanh, keďže v zázname je uvedený iba rok 2026 a témou je „Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Denis Le Thanh uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.407611,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.829753,
      "tool_latency_seconds": 0.407611,
      "final_model_latency_seconds": 21.517022,
      "total_latency_seconds": 23.755129,
      "usage": {
        "prompt_tokens": 25536,
        "completion_tokens": 179,
        "total_tokens": 25715
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0975",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Maksym Zatirka uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/maksym_zatirka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
      ],
      "expected_answer_contains": [
        "Grafová databáza pre podporu generovania slovenského jazyka",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Maksym Zatirka vypracováva bakalársku prácu s názvom „Grafová databáza pre podporu generovania slovenského jazyka\" v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Maksym Zatirka uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.419398,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.846362,
      "tool_latency_seconds": 0.419398,
      "final_model_latency_seconds": 23.352649,
      "total_latency_seconds": 25.619091,
      "usage": {
        "prompt_tokens": 28253,
        "completion_tokens": 155,
        "total_tokens": 28408
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0976",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Oleksandr Dorybohov uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/oleksandr_dorybohov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "expected_answer_contains": [
        "Automatické odpovede na otázky v právnej oblasti",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "V dostupných dokumentoch ZP Wiki sa pre osobu Oleksandr Dorybohov pri type bakalárska práca uvádza rok 2026, pričom explicitný finálny názov práce nie je v zdrojoch uvedený, ale je definovaná téma „Automatické odpovede na otázky v právnej oblasti“ a cieľ vytvorenia agenta pre spracovanie slovenských právnych textov.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Oleksandr Dorybohov uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.419926,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.8965,
      "tool_latency_seconds": 0.419926,
      "final_model_latency_seconds": 22.10416,
      "total_latency_seconds": 24.421281,
      "usage": {
        "prompt_tokens": 25945,
        "completion_tokens": 204,
        "total_tokens": 26149
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0977",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Ronald Zalacko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/ronald_zalacko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
      ],
      "expected_answer_contains": [
        "Skórovací online systém pre robotické súťaže",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca Ronaldu Zalackovi má názov „Skórovací online systém pre robotické súťaže\" a je uvedená pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Ronald Zalacko uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.407417,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.886751,
      "tool_latency_seconds": 0.407417,
      "final_model_latency_seconds": 21.220076,
      "total_latency_seconds": 23.514902,
      "usage": {
        "prompt_tokens": 25987,
        "completion_tokens": 150,
        "total_tokens": 26137
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0978",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Rostyslav Rodzhuk uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/rostyslav_rodzhuk/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "expected_answer_contains": [
        "Inteligentný agent pre podporu práce špeciálneho pedagóga",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Rostyslav Rodzhuk vypracováva bakalársku prácu s názvom „Inteligentný agent pre podporu práce špeciálneho pedagóga“ a rok, na ktorý je táto práca na ZP Wiki evidovaná, je 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Rostyslav Rodzhuk uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.429427,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.885216,
      "tool_latency_seconds": 0.429427,
      "final_model_latency_seconds": 22.129282,
      "total_latency_seconds": 24.444613,
      "usage": {
        "prompt_tokens": 26355,
        "completion_tokens": 173,
        "total_tokens": 26528
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0979",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Samuel Džurina uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "Dialógový systém pre podporu firemných procesov",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Záznam o bakalárskej práci Samuela Džurinu na ZP Wiki je vedený pod názvom „Dialógový systém pre podporu firemných procesov\" a je priradený k roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Samuel Džurina uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená."
          },
          "latency_seconds": 0.448575,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.315424,
      "tool_latency_seconds": 0.448575,
      "final_model_latency_seconds": 23.361329,
      "total_latency_seconds": 25.126136,
      "usage": {
        "prompt_tokens": 27743,
        "completion_tokens": 124,
        "total_tokens": 27867
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0980",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Simona Bobrovčanová uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "Automatická sumarizácia slovenského textu",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Simona Bobrovčanová má v ZP Wiki uvedenú bakalársku prácu s témou „Automatická sumarizácia slovenského textu“ pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Simona Bobrovčanová uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.437073,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.869203,
      "tool_latency_seconds": 0.437073,
      "final_model_latency_seconds": 21.885133,
      "total_latency_seconds": 24.192136,
      "usage": {
        "prompt_tokens": 26380,
        "completion_tokens": 152,
        "total_tokens": 26532
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0981",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Pri osobe Yevhenii Medushivskyi uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Získavanie textu z webových stránok",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "V dostupných dokumentoch ZP Wiki sa pre osobu Yevhenii Medushivskyi nenašiel explicitne uvedený názov bakalárskej práce, iba téma práce „Získavanie textu z webových stránok\" a rok záverečnej práce 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Pri osobe Yevhenii Medushivskyi uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca na ZP Wiki uvedená.",
            "limit": 5
          },
          "latency_seconds": 0.438557,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.526694,
      "tool_latency_seconds": 0.438557,
      "final_model_latency_seconds": 24.780385,
      "total_latency_seconds": 26.746301,
      "usage": {
        "prompt_tokens": 29415,
        "completion_tokens": 156,
        "total_tokens": 29571
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0982",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Dárius Lindvai rok začiatku štúdia a rok vyjadrený kategóriou jeho diplomovej práce. Nezamieňaj ho s rokom sekcie diplomového projektu.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/darius_lindvai/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
      ],
      "expected_answer_contains": [
        "2016",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Dárius Lindvai začal študovať v roku 2016 a rok vyjadrený kategóriou jeho diplomovej práce je 2021, čo zodpovedá kategórii dp2021, pričom rok sekcie diplomového projektu je 2020.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Dárius Lindvai rok začiatku štúdia a rok vyjadrený kategóriou jeho diplomovej práce. Nezamieňaj ho s rokom sekcie diplomového projektu.",
            "limit": 10,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.830986,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "first_model_latency_seconds": 1.991456,
      "tool_latency_seconds": 0.830986,
      "final_model_latency_seconds": 17.701575,
      "total_latency_seconds": 20.524648,
      "usage": {
        "prompt_tokens": 20917,
        "completion_tokens": 183,
        "total_tokens": 21100
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0983",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Dominik Nagy, ktorý súvisí s témou „strojový preklad“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "expected_answer_contains": [
        "Neurónový strojový preklad pomocou knižnice Fairseq",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Diplomová práca Dominika Nagy s témou súvisiacou so strojovým prekladom má názov „Neurónový strojový preklad pomocou knižnice Fairseq\" a je uvedená v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Dominik Nagy, ktorý súvisí s témou „strojový preklad“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.407088,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
            "https://zp.kemt.fei.tuke.sk/topics/translation",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/topics/translation",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "first_model_latency_seconds": 1.883665,
      "tool_latency_seconds": 0.407088,
      "final_model_latency_seconds": 12.737053,
      "total_latency_seconds": 15.028234,
      "usage": {
        "prompt_tokens": 15085,
        "completion_tokens": 164,
        "total_tokens": 15249
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0984",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Jakub Maruniak rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jakub_maruniak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"
      ],
      "expected_answer_contains": [
        "2016",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre osobu Jakub Maruniak je rok začiatku štúdia uvedený ako 2016 a záznam typu diplomová práca sa týka roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Jakub Maruniak rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.487454,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.695431,
      "tool_latency_seconds": 0.487454,
      "final_model_latency_seconds": 20.188422,
      "total_latency_seconds": 22.371929,
      "usage": {
        "prompt_tokens": 24801,
        "completion_tokens": 141,
        "total_tokens": 24942
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0985",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Ján Holp rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "expected_answer_contains": [
        "2016",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "U osobe Ján Holp je rok začiatku štúdia uvedený ako 2016, zatiaľ čo záznam o diplomovej práci je evidovaný pre rok 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Ján Holp rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "limit": 10
          },
          "latency_seconds": 0.635209,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
      ],
      "first_model_latency_seconds": 1.495212,
      "tool_latency_seconds": 0.635209,
      "final_model_latency_seconds": 37.072304,
      "total_latency_seconds": 39.203901,
      "usage": {
        "prompt_tokens": 43962,
        "completion_tokens": 129,
        "total_tokens": 44091
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0986",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Lukáš Pokrývka rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
      ],
      "expected_answer_contains": [
        "2016",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Lukáš Pokrývka začal študovať v roku 2016 a záznam typu diplomová práca je pri ňom uvedený pre rok 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Lukáš Pokrývka rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "limit": 10,
            "published_only": true
          },
          "latency_seconds": 0.791733,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.768228,
      "tool_latency_seconds": 0.791733,
      "final_model_latency_seconds": 42.721293,
      "total_latency_seconds": 45.282511,
      "usage": {
        "prompt_tokens": 49698,
        "completion_tokens": 146,
        "total_tokens": 49844
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0987",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Márk Fehér, ktorý súvisí s témou „klasifikácia textu“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/mark_feher/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"
      ],
      "expected_answer_contains": [
        "Klasifikácia textu metódami strojového učenia",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Diplomová práca Márka Fehéra súvisiaca s témou klasifikácie textu má názov „Klasifikácia textu metódami strojového učenia\" a je uvedená v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Márk Fehér, ktorý súvisí s témou „klasifikácia textu“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.206203,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"
      ],
      "first_model_latency_seconds": 1.945929,
      "tool_latency_seconds": 0.206203,
      "final_model_latency_seconds": 7.515035,
      "total_latency_seconds": 9.66744,
      "usage": {
        "prompt_tokens": 7684,
        "completion_tokens": 164,
        "total_tokens": 7848
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0988",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Maroš Harahus, ktorý súvisí s témou „morfologická anotácia“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/maros_harahus/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
      ],
      "expected_answer_contains": [
        "Neurónová morfologická anotácia slovenského jazyka",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Diplomová práca Maroša Harahusa s témou morfologickej anotácie sa volá „Neurónová morfologická anotácia slovenského jazyka“ a bola uvedená v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Maroš Harahus, ktorý súvisí s témou „morfologická anotácia“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.976701,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
      ],
      "first_model_latency_seconds": 1.94966,
      "tool_latency_seconds": 0.976701,
      "final_model_latency_seconds": 7.701005,
      "total_latency_seconds": 10.627652,
      "usage": {
        "prompt_tokens": 8950,
        "completion_tokens": 167,
        "total_tokens": 9117
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0989",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Patrik Pavlišin, ktorý súvisí s témou „automatický preklad“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/patrik_pavlisin/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "expected_answer_contains": [
        "Metódy automatického prekladu",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Patrik Pavlišin vypracoval bakalársku prácu s názvom „Metódy automatického prekladu“ v roku 2020.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Patrik Pavlišin, ktorý súvisí s témou „automatický preklad“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 1.617138,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "first_model_latency_seconds": 1.893676,
      "tool_latency_seconds": 1.617138,
      "final_model_latency_seconds": 6.912296,
      "total_latency_seconds": 10.423432,
      "usage": {
        "prompt_tokens": 8206,
        "completion_tokens": 147,
        "total_tokens": 8353
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0990",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Tomáš Kuchárik, ktorý súvisí s témou „strojový preklad“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
      ],
      "expected_answer_contains": [
        "Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou strojového prekladu",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Tomáš Kuchárik vypracoval diplomovú prácu s názvom „Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou strojového prekladu\", ktorá bola uvedená v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Tomáš Kuchárik, ktorý súvisí s témou „strojový preklad“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.560412,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/topics/translation"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/topics/translation"
      ],
      "first_model_latency_seconds": 1.930241,
      "tool_latency_seconds": 0.560412,
      "final_model_latency_seconds": 12.935317,
      "total_latency_seconds": 15.426569,
      "usage": {
        "prompt_tokens": 15489,
        "completion_tokens": 169,
        "total_tokens": 15658
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0991",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Dmytro Ushatenko, ktorý súvisí s témou „chatbot“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2017/dmytro_ushatenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
      ],
      "expected_answer_contains": [
        "Jednoduchý chatbot v jazyku Python",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Názov bakalárskej práce Dmytra Ushatenka súvisiacej s témou chatbot je „Jednoduchý chatbot v jazyku Python\" a bola uvedená v roku 2020.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Dmytro Ushatenko, ktorý súvisí s témou „chatbot“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.346696,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.863069,
      "tool_latency_seconds": 0.346696,
      "final_model_latency_seconds": 16.828782,
      "total_latency_seconds": 19.039102,
      "usage": {
        "prompt_tokens": 20460,
        "completion_tokens": 160,
        "total_tokens": 20620
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0992",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Dávid Omasta, ktorý súvisí s témou „generatívne modely“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "expected_answer_contains": [
        "Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku",
        "2024"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Dávid Omasta má v dokumente uvedený návrh na názov diplomovej práce „Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku“ pre rok 2024 a návrh na názov „Generatívne modely slovenského jazyka“ pre rok 2023, pričom obe témy súvisia s generatívnymi modelmi.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Dávid Omasta, ktorý súvisí s témou „generatívne modely“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.354476,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"
      ],
      "first_model_latency_seconds": 1.896673,
      "tool_latency_seconds": 0.354476,
      "final_model_latency_seconds": 8.935432,
      "total_latency_seconds": 11.186869,
      "usage": {
        "prompt_tokens": 8709,
        "completion_tokens": 202,
        "total_tokens": 8911
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0993",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Martin Wencel, ktorý súvisí s témou „Spacy“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/martin_wencel/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"
      ],
      "expected_answer_contains": [
        "Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca Martina Wencela súvisiaca s témou Spacy má názov „Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy\" a bola uvedená v roku 2020.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Martin Wencel, ktorý súvisí s témou „Spacy“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.252067,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"
      ],
      "first_model_latency_seconds": 1.887422,
      "tool_latency_seconds": 0.252067,
      "final_model_latency_seconds": 8.717359,
      "total_latency_seconds": 10.857184,
      "usage": {
        "prompt_tokens": 9997,
        "completion_tokens": 170,
        "total_tokens": 10167
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0994",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Ondrej Megela, ktorý súvisí s témou „BERT“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/ondrej_megela/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "expected_answer_contains": [
        "Neurónové jazykové modelovanie typu BERT",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca Ondreja Megelu s témou súvisiacou s BERT má názov „Neurónové jazykové modelovanie typu BERT\" a je uvedená v roku 2020.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Ondrej Megela, ktorý súvisí s témou „BERT“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.491589,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.892493,
      "tool_latency_seconds": 0.491589,
      "final_model_latency_seconds": 7.672433,
      "total_latency_seconds": 10.056806,
      "usage": {
        "prompt_tokens": 8838,
        "completion_tokens": 161,
        "total_tokens": 8999
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0995",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Alina Vitko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/alina_vitko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"
      ],
      "expected_answer_contains": [
        "2019",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Alina Vitko je rok začiatku štúdia 2019 a záznam typu bakalárska práca je uvedený pre rok 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Alina Vitko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "published_only": true
          },
          "latency_seconds": 0.496821,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "first_model_latency_seconds": 1.713845,
      "tool_latency_seconds": 0.496821,
      "final_model_latency_seconds": 40.08753,
      "total_latency_seconds": 42.2993,
      "usage": {
        "prompt_tokens": 47624,
        "completion_tokens": 139,
        "total_tokens": 47763
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0996",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Artem Yatsenko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "2019",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre osobe Artem Yatsenko sa v dokumentoch ZP Wiki uvádza rok začiatku štúdia 2019 a záznam o bakalárskej práci je uvedený pre rok 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Artem Yatsenko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.226765,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
      ],
      "first_model_latency_seconds": 1.950052,
      "tool_latency_seconds": 0.226765,
      "final_model_latency_seconds": 16.645965,
      "total_latency_seconds": 18.82337,
      "usage": {
        "prompt_tokens": 19500,
        "completion_tokens": 160,
        "total_tokens": 19660
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0997",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Filip Tomáš, ktorý súvisí s témou „CI/CD“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/filip_tomas/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "expected_answer_contains": [
        "Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca osoby Filip Tomáš súvisiaca s témou CI/CD má názov „Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia\" a bola uvedená v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Filip Tomáš, ktorý súvisí s témou „CI/CD“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 10,
            "published_only": false,
            "max_per_document": 5
          },
          "latency_seconds": 0.677484,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "first_model_latency_seconds": 1.907448,
      "tool_latency_seconds": 0.677484,
      "final_model_latency_seconds": 23.457174,
      "total_latency_seconds": 26.042852,
      "usage": {
        "prompt_tokens": 28317,
        "completion_tokens": 166,
        "total_tokens": 28483
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0998",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Kristián Sopkovič, ktorý súvisí s témou „Spacy“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Model Spacy pre spracovanie prirodzeného jazyka v slovenčine",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre Kristiána Sopkoviča je v dokumente uvedená bakalárska práca s názvom „Model Spacy pre spracovanie prirodzeného jazyka v slovenčine“ a je zaradená do roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Kristián Sopkovič, ktorý súvisí s témou „Spacy“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.493595,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "first_model_latency_seconds": 1.933472,
      "tool_latency_seconds": 0.493595,
      "final_model_latency_seconds": 8.373152,
      "total_latency_seconds": 10.800533,
      "usage": {
        "prompt_tokens": 9172,
        "completion_tokens": 168,
        "total_tokens": 9340
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q0999",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Michal Stromko, ktorý súvisí s témou „Elasticsearch“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/michal_stromko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
      ],
      "expected_answer_contains": [
        "Indexovanie slovenského textu pomocou Elasticsearch",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Bakalárska práca Michala Stromka s témou súvisiacou s Elasticsearchom sa volá „Indexovanie slovenského textu pomocou Elasticsearch\" a je uvedená pre rok 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Michal Stromko, ktorý súvisí s témou „Elasticsearch“, uveď názov záznamu typu „bakalárska práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.569369,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "first_model_latency_seconds": 1.855268,
      "tool_latency_seconds": 0.569369,
      "final_model_latency_seconds": 23.405518,
      "total_latency_seconds": 25.830937,
      "usage": {
        "prompt_tokens": 28642,
        "completion_tokens": 156,
        "total_tokens": 28798
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1000",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Eduard Matovka rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/eduard_matovka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "expected_answer_contains": [
        "2021",
        "2024"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Eduard Matovka je rok začiatku štúdia uvedený ako 2021, zatiaľco záznam typu „bakalárska práca\" je na ZP Wiki uvedený pre rok 2024.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Eduard Matovka rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "published_only": true
          },
          "latency_seconds": 0.512272,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "first_model_latency_seconds": 1.761773,
      "tool_latency_seconds": 0.512272,
      "final_model_latency_seconds": 39.488476,
      "total_latency_seconds": 41.76359,
      "usage": {
        "prompt_tokens": 46193,
        "completion_tokens": 157,
        "total_tokens": 46350
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1001",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Martin Šarišský rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/martin_sarissky/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "expected_answer_contains": [
        "2021",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Martin Šarišský je rok začiatku štúdia 2021 a rok, pri ktorom je na ZP Wiki uvedený záznam typu diplomová práca, je 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Martin Šarišský rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "limit": 10,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.865347,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.953762,
      "tool_latency_seconds": 0.865347,
      "final_model_latency_seconds": 29.626089,
      "total_latency_seconds": 32.44605,
      "usage": {
        "prompt_tokens": 34913,
        "completion_tokens": 162,
        "total_tokens": 35075
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1002",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Matej Novotný rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_novotny/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
      ],
      "expected_answer_contains": [
        "2021",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Matej Novotný je rok začiatku štúdia 2021, kým záznam o jeho diplomovej práci je na ZP Wiki uvedený pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Matej Novotný rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "limit": 10
          },
          "latency_seconds": 0.786126,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.512511,
      "tool_latency_seconds": 0.786126,
      "final_model_latency_seconds": 38.280733,
      "total_latency_seconds": 40.580451,
      "usage": {
        "prompt_tokens": 44924,
        "completion_tokens": 134,
        "total_tokens": 45058
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1003",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Matej Ščišľak rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "2021",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Matej Ščišľak je rok začiatku štúdia uvedený ako 2021, zatiaľ čo záznam typu „diplomová práca\" je na ZP Wiki priradený k roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Matej Ščišľak rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "published_only": false,
            "limit": 10,
            "max_per_document": 10
          },
          "latency_seconds": 0.555522,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
      ],
      "first_model_latency_seconds": 1.978258,
      "tool_latency_seconds": 0.555522,
      "final_model_latency_seconds": 10.758963,
      "total_latency_seconds": 13.293239,
      "usage": {
        "prompt_tokens": 11786,
        "completion_tokens": 174,
        "total_tokens": 11960
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1004",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Vladimír Ferko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/vladimir_ferko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
      ],
      "expected_answer_contains": [
        "2021",
        "2024"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Vladimír Ferko je rok začiatku štúdia uvedený ako 2021 a záznam typu bakalárska práca je na ZP Wiki uvedený pre rok 2024.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Vladimír Ferko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10
          },
          "latency_seconds": 0.505759,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "first_model_latency_seconds": 1.53842,
      "tool_latency_seconds": 0.505759,
      "final_model_latency_seconds": 36.898876,
      "total_latency_seconds": 38.944075,
      "usage": {
        "prompt_tokens": 43738,
        "completion_tokens": 137,
        "total_tokens": 43875
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1005",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Andrii Pervashov rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "expected_answer_contains": [
        "2022",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Andrii Pervashov je rok začiatku štúdia 2022 a záznam typu diplomová práca je uvedený pre rok 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Andrii Pervashov rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "limit": 10
          },
          "latency_seconds": 0.898208,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
      ],
      "first_model_latency_seconds": 1.549601,
      "tool_latency_seconds": 0.898208,
      "final_model_latency_seconds": 42.721382,
      "total_latency_seconds": 45.170318,
      "usage": {
        "prompt_tokens": 49720,
        "completion_tokens": 133,
        "total_tokens": 49853
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1006",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Daniil Huzenko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/daniil_huzenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
      ],
      "expected_answer_contains": [
        "2022",
        "2025"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Daniil Huzenko začal štúdium v roku 2022 a na ZP Wiki je o ňom uvedený záznam typu bakalárska práca pre rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Daniil Huzenko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.441927,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "first_model_latency_seconds": 1.928615,
      "tool_latency_seconds": 0.441927,
      "final_model_latency_seconds": 36.388811,
      "total_latency_seconds": 38.760357,
      "usage": {
        "prompt_tokens": 42573,
        "completion_tokens": 160,
        "total_tokens": 42733
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1007",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Ján Malinovský rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomový projekt“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_malinovsky/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
      ],
      "expected_answer_contains": [
        "2022",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Ján Malinovský je rok začiatku štúdia uvedený ako 2022, zatiaľ čo záznam typu „diplomový projekt\" sa v ZP Wiki uvádza pre rok 2026 (v sekcii Diplomový projekt 2026).\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Ján Malinovský rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomový projekt“.",
            "limit": 10,
            "max_per_document": 10
          },
          "latency_seconds": 0.651469,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021/annotation",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021/annotation",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.715013,
      "tool_latency_seconds": 0.651469,
      "final_model_latency_seconds": 21.255216,
      "total_latency_seconds": 23.622515,
      "usage": {
        "prompt_tokens": 25045,
        "completion_tokens": 163,
        "total_tokens": 25208
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1008",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Ján Pták rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomový projekt“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "2022",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Ján Pták je rok začiatku štúdia uvedený ako 2022, zatiaľ čo záznam typu „diplomový projekt\" je na ZP Wiki evidovaný pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Ján Pták rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomový projekt“.",
            "limit": 10
          },
          "latency_seconds": 0.967259,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021/annotation",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021/annotation",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"
      ],
      "first_model_latency_seconds": 1.474502,
      "tool_latency_seconds": 0.967259,
      "final_model_latency_seconds": 43.090702,
      "total_latency_seconds": 45.533641,
      "usage": {
        "prompt_tokens": 50464,
        "completion_tokens": 134,
        "total_tokens": 50598
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1009",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Oleh Poiasnik rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/oleh_poiasnik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [
        "2022",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Oleh Poiasnik začal štúdium v roku 2022 a záznam o jeho diplomovej práci je na ZP Wiki uvedený pre rok 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Oleh Poiasnik rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "published_only": false,
            "limit": 10,
            "max_per_document": 3
          },
          "latency_seconds": 1.015198,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "first_model_latency_seconds": 1.914662,
      "tool_latency_seconds": 1.015198,
      "final_model_latency_seconds": 36.927725,
      "total_latency_seconds": 39.858533,
      "usage": {
        "prompt_tokens": 43258,
        "completion_tokens": 152,
        "total_tokens": 43410
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1010",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Samuel Vasiľ rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/samuel_vasil/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "expected_answer_contains": [
        "2022",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Samuel Vasiľ sa rok začiatku štúdia uvádza ako 2022 a záznam typu „bakalárska práca\" je na ZP Wiki uvedený pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Samuel Vasiľ rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10
          },
          "latency_seconds": 0.46811,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.514353,
      "tool_latency_seconds": 0.46811,
      "final_model_latency_seconds": 39.57725,
      "total_latency_seconds": 41.560877,
      "usage": {
        "prompt_tokens": 46126,
        "completion_tokens": 137,
        "total_tokens": 46263
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1011",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Tetiana Mohorian rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "2022",
        "2025"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Tetiana Mohorian začala štúdium v roku 2022 a na ZP Wiki má záznam o bakalárskej práci pre rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Tetiana Mohorian rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.401255,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "first_model_latency_seconds": 1.930931,
      "tool_latency_seconds": 0.401255,
      "final_model_latency_seconds": 24.023637,
      "total_latency_seconds": 26.356617,
      "usage": {
        "prompt_tokens": 28692,
        "completion_tokens": 152,
        "total_tokens": 28844
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1012",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Valerii Kutsenko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [
        "2022",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Valerii Kutsenko je rok začiatku štúdia uvedený ako 2022, zatiaľ čo záznam typu „diplomová práca\" sa na ZP Wiki uvádza pre rok 2027.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Valerii Kutsenko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „diplomová práca“.",
            "limit": 10
          },
          "latency_seconds": 0.975588,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
      ],
      "first_model_latency_seconds": 1.510278,
      "tool_latency_seconds": 0.975588,
      "final_model_latency_seconds": 41.25366,
      "total_latency_seconds": 43.740606,
      "usage": {
        "prompt_tokens": 47880,
        "completion_tokens": 140,
        "total_tokens": 48020
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1013",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Vladyslav Yanchenko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/vladyslav_yanchenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
      ],
      "expected_answer_contains": [
        "2022",
        "2025"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Osoba Vladyslav Yanchenko začala štúdium v roku 2022 a záznam o jeho bakalárskej práci je na ZP Wiki uvedený pre rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Vladyslav Yanchenko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“."
          },
          "latency_seconds": 0.307321,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
      ],
      "first_model_latency_seconds": 1.363598,
      "tool_latency_seconds": 0.307321,
      "final_model_latency_seconds": 20.241188,
      "total_latency_seconds": 21.912787,
      "usage": {
        "prompt_tokens": 24048,
        "completion_tokens": 122,
        "total_tokens": 24170
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1014",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Denis Le Thanh rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/denis_le_thanh/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre osobu Denis Le Thanh je rok začiatku štúdia 2023, zatiaľ čo rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca\", je 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Denis Le Thanh rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10
          },
          "latency_seconds": 0.440641,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "first_model_latency_seconds": 1.508288,
      "tool_latency_seconds": 0.440641,
      "final_model_latency_seconds": 35.582769,
      "total_latency_seconds": 37.532677,
      "usage": {
        "prompt_tokens": 42313,
        "completion_tokens": 139,
        "total_tokens": 42452
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1015",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Maksym Zatirka rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/maksym_zatirka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Maksym Zatirka začal študovať v roku 2023 a záznam o jeho bakalárskej práci je uvedený pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Maksym Zatirka rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10
          },
          "latency_seconds": 0.442177,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.539229,
      "tool_latency_seconds": 0.442177,
      "final_model_latency_seconds": 38.651254,
      "total_latency_seconds": 40.633723,
      "usage": {
        "prompt_tokens": 45312,
        "completion_tokens": 128,
        "total_tokens": 45440
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1016",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Oleksandr Dorybohov rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/oleksandr_dorybohov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre osobu Oleksandr Dorybohov je v ZP Wiki uvedený rok začiatku štúdia ako 2023 a záznam o bakalárskej práci je spojený s rokom 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Oleksandr Dorybohov rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "published_only": false,
            "max_per_document": 2
          },
          "latency_seconds": 0.477948,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.961068,
      "tool_latency_seconds": 0.477948,
      "final_model_latency_seconds": 35.733387,
      "total_latency_seconds": 38.173434,
      "usage": {
        "prompt_tokens": 41974,
        "completion_tokens": 168,
        "total_tokens": 42142
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1017",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Ronald Zalacko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/ronald_zalacko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Ronald Zalacko je rok začiatku štúdia uvedený ako 2023, zatiaľ čo záznam o bakalárskej práci sa týka roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Ronald Zalacko rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.406191,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.962473,
      "tool_latency_seconds": 0.406191,
      "final_model_latency_seconds": 28.244246,
      "total_latency_seconds": 30.613723,
      "usage": {
        "prompt_tokens": 33678,
        "completion_tokens": 161,
        "total_tokens": 33839
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1018",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Rostyslav Rodzhuk rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/rostyslav_rodzhuk/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pri osobe Rostyslav Rodzhuk je rok začiatku štúdia uvedený ako 2023, zatiaľ čo záznam typu bakalárska práca na ZP Wiki je vedený pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Rostyslav Rodzhuk rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10
          },
          "latency_seconds": 0.468408,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
      ],
      "first_model_latency_seconds": 1.564377,
      "tool_latency_seconds": 0.468408,
      "final_model_latency_seconds": 38.008276,
      "total_latency_seconds": 40.042098,
      "usage": {
        "prompt_tokens": 44490,
        "completion_tokens": 145,
        "total_tokens": 44635
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1019",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Samuel Džurina rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Samuel Džurina začal štúdium v roku 2023 a záznam o jeho bakalárskej práci je na ZP Wiki uvedený pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Samuel Džurina rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "max_per_document": 10
          },
          "latency_seconds": 0.396795,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"
      ],
      "first_model_latency_seconds": 1.768869,
      "tool_latency_seconds": 0.396795,
      "final_model_latency_seconds": 14.302693,
      "total_latency_seconds": 16.468822,
      "usage": {
        "prompt_tokens": 16788,
        "completion_tokens": 146,
        "total_tokens": 16934
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1020",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Simona Bobrovčanová rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Pre osobu Simonu Bobrovčanovú je na ZP Wiki uvedený rok začiatku štúdia 2023 a rok, v ktorom je evidovaná jej bakalárska práca, je 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Simona Bobrovčanová rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "published_only": false,
            "max_per_document": 5
          },
          "latency_seconds": 0.364773,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "first_model_latency_seconds": 1.957487,
      "tool_latency_seconds": 0.364773,
      "final_model_latency_seconds": 22.156104,
      "total_latency_seconds": 24.479043,
      "usage": {
        "prompt_tokens": 26707,
        "completion_tokens": 170,
        "total_tokens": 26877
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1021",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "Rozlíš pri osobe Yevhenii Medushivskyi rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "2023",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "U osoby Yevhenii Medushivskyi sa rok začiatku štúdia uvádza ako 2023, zatiaľ čo záznam typu bakalárska práca je na ZP Wiki uvedený pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Rozlíš pri osobe Yevhenii Medushivskyi rok začiatku štúdia a rok, pri ktorom je na ZP Wiki uvedený záznam typu „bakalárska práca“.",
            "limit": 10,
            "published_only": true,
            "max_per_document": 5
          },
          "latency_seconds": 0.397798,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "first_model_latency_seconds": 1.999301,
      "tool_latency_seconds": 0.397798,
      "final_model_latency_seconds": 22.5619,
      "total_latency_seconds": 24.959646,
      "usage": {
        "prompt_tokens": 26906,
        "completion_tokens": 176,
        "total_tokens": 27082
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1022",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Dárius Lindvai, ktorý súvisí s témou „interpunkcia“, uveď názov diplomovej práce a rok vyjadrený kategóriou tejto diplomovej práce. Nezamieňaj ho s rokom sekcie diplomového projektu.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/darius_lindvai/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
      ],
      "expected_answer_contains": [
        "Obnovenie interpunkcie pomocou hlbokých neurónových sietí",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Dárius Lindvai vypracoval diplomovú prácu s názvom „Obnovenie interpunkcie pomocou hlbokých neurónových sietí\" v roku 2021, čo je určené kategóriou dp2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Dárius Lindvai, ktorý súvisí s témou „interpunkcia“, uveď názov diplomovej práce a rok vyjadrený kategóriou tejto diplomovej práce. Nezamieňaj ho s rokom sekcie diplomového projektu.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.67853,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
      ],
      "first_model_latency_seconds": 1.906619,
      "tool_latency_seconds": 0.67853,
      "final_model_latency_seconds": 7.775057,
      "total_latency_seconds": 10.360564,
      "usage": {
        "prompt_tokens": 8564,
        "completion_tokens": 168,
        "total_tokens": 8732
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1023",
      "split": "dev",
      "category": "single_document_synthesis",
      "difficulty": "hard",
      "question": "V dokumente osoby Dominik Nagy, ktorý súvisí s témou „Fairseq“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "expected_answer_contains": [
        "Neurónový strojový preklad pomocou knižnice Fairseq",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard test: odpoveď treba poskladať z viacerých faktov jedného dokumentu.",
      "answer": "Diplomová práca Dominika Nagy súvisiaca s témou Fairseq má názov „Neurónový strojový preklad pomocou knižnice Fairseq\" a je uvedená v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "V dokumente osoby Dominik Nagy, ktorý súvisí s témou „Fairseq“, uveď názov záznamu typu „diplomová práca“ a rok, pri ktorom je táto práca uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 10
          },
          "latency_seconds": 0.364577,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"
      ],
      "first_model_latency_seconds": 1.858756,
      "tool_latency_seconds": 0.364577,
      "final_model_latency_seconds": 7.520147,
      "total_latency_seconds": 9.743836,
      "usage": {
        "prompt_tokens": 8674,
        "completion_tokens": 158,
        "total_tokens": 8832
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "source_match_count": 1,
      "source_required_count": 1,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1092",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dárius Lindvai a Ján Pták. Pri Dáriusovi Lindvaiovi uveď názov diplomovej práce a rok vyjadrený kategóriou diplomovej práce, nie rok diplomového projektu. Pri Jánovi Ptákovi použi diplomový projekt a rok uvedený v názve jeho príslušnej sekcie. Uveď názov a rok pri oboch osobách.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/darius_lindvai/README.md",
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "Obnovenie interpunkcie pomocou hlbokých neurónových sietí",
        "2021",
        "Agent pre manažment záverečných prác",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dárius Lindvai vypracoval diplomovú prácu s názvom „Obnovenie interpunkcie pomocou hlbokých neurónových sietí\" v roku 2021, kým Ján Pták pracoval na diplomovom projekte s názvom „Agent pre manažment záverečných prác\" v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dárius Lindvai a Ján Pták. Pri Dáriusovi Lindvaiovi uveď názov diplomovej práce a rok vyjadrený kategóriou diplomovej práce, nie rok diplomového projektu. Pri Jánovi Ptákovi použi diplomový projekt a rok uvedený v názve jeho príslušnej sekcie. Uveď názov a rok pri oboch osobách.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.752223,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.740957,
      "tool_latency_seconds": 0.752223,
      "final_model_latency_seconds": 22.386469,
      "total_latency_seconds": 24.880435,
      "usage": {
        "prompt_tokens": 26418,
        "completion_tokens": 199,
        "total_tokens": 26617
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1093",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Lukáš Pokrývka a Oleksandr Dorybohov. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Oleksandr Dorybohov záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md",
        "pages/students/2023/oleksandr_dorybohov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "expected_answer_contains": [
        "Paralelné trénovanie neurónových sietí",
        "2021",
        "Automatické odpovede na otázky v právnej oblasti",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Záverečná diplomová práca Lukáša Pokrývky z roku 2021 má názov „Paralelné trénovanie neurónových sietí\" a bakalárska práca Oleksandr Dorybohov z roku 2026 sa nazýva „Automatické odpovede na otázky v právnej oblasti\".\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka\nhttps://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Lukáš Pokrývka a Oleksandr Dorybohov. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Oleksandr Dorybohov záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.684204,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.727373,
      "tool_latency_seconds": 0.684204,
      "final_model_latency_seconds": 22.614362,
      "total_latency_seconds": 25.026653,
      "usage": {
        "prompt_tokens": 26128,
        "completion_tokens": 201,
        "total_tokens": 26329
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1094",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Maroš Harahus a Patrik Pavlišin. Pri osobe Maroš Harahus použi záznam typu „diplomová práca“ a pri osobe Patrik Pavlišin záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/maros_harahus/README.md",
        "pages/students/2016/patrik_pavlisin/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "expected_answer_contains": [
        "Neurónová morfologická anotácia slovenského jazyka",
        "2021",
        "Metódy automatického prekladu",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Maroš Harahus vypracoval diplomovú prácu s názvom „Neurónová morfologická anotácia slovenského jazyka“ v roku 2021 a Patrik Pavlišin vypracoval bakalársku prácu s názvom „Metódy automatického prekladu“ v roku 2020.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/maros_harahus\nhttps://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Maroš Harahus a Patrik Pavlišin. Pri osobe Maroš Harahus použi záznam typu „diplomová práca“ a pri osobe Patrik Pavlišin záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 1.27273,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
            "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
        "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.868074,
      "tool_latency_seconds": 1.27273,
      "final_model_latency_seconds": 23.211628,
      "total_latency_seconds": 26.353126,
      "usage": {
        "prompt_tokens": 26986,
        "completion_tokens": 208,
        "total_tokens": 27194
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1095",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Filip Tomáš a Denis Le Thanh. Pri osobe Filip Tomáš použi záznam typu „bakalárska práca“ a pri osobe Denis Le Thanh záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/filip_tomas/README.md",
        "pages/students/2023/denis_le_thanh/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "expected_answer_contains": [
        "Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia",
        "2022",
        "Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Filip Tomáš vypracoval bakalársku prácu s názvom „Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia“ v roku 2022 a Denis Le Thanh vypracoval bakalársku prácu s témou „Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku“ v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2019/filip_tomas\nhttps://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Filip Tomáš a Denis Le Thanh. Pri osobe Filip Tomáš použi záznam typu „bakalárska práca“ a pri osobe Denis Le Thanh záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "published_only": false,
            "limit": 5,
            "max_per_document": 1
          },
          "latency_seconds": 0.530112,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.839319,
      "tool_latency_seconds": 0.530112,
      "final_model_latency_seconds": 22.189277,
      "total_latency_seconds": 24.559419,
      "usage": {
        "prompt_tokens": 25590,
        "completion_tokens": 221,
        "total_tokens": 25811
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1096",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Márk Fehér a Ronald Zalacko. Pri osobe Márk Fehér použi záznam typu „diplomová práca“ a pri osobe Ronald Zalacko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/mark_feher/README.md",
        "pages/students/2023/ronald_zalacko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
      ],
      "expected_answer_contains": [
        "Klasifikácia textu metódami strojového učenia",
        "2022",
        "Skórovací online systém pre robotické súťaže",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Márk Fehér vypracovával diplomovú prácu s názvom „Klasifikácia textu metódami strojového učenia\" v roku 2022 a Ronald Zalacko vypracovával bakalársku prácu s názvom „Skórovací online systém pre robotické súťaže\" v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/mark_feher\nhttps://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Márk Fehér a Ronald Zalacko. Pri osobe Márk Fehér použi záznam typu „diplomová práca“ a pri osobe Ronald Zalacko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.601707,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.69935,
      "tool_latency_seconds": 0.601707,
      "final_model_latency_seconds": 23.430913,
      "total_latency_seconds": 25.732677,
      "usage": {
        "prompt_tokens": 27268,
        "completion_tokens": 197,
        "total_tokens": 27465
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1097",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Lukáš Pokrývka a Denis Le Thanh. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Denis Le Thanh záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md",
        "pages/students/2023/denis_le_thanh/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "expected_answer_contains": [
        "Paralelné trénovanie neurónových sietí",
        "2021",
        "Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Lukáš Pokrývka vypracoval diplomovú prácu s názvom „Paralelné trénovanie neurónových sietí“ v roku 2021 a Denis Le Thanh vypracoval bakalársku prácu s témou „Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku“ v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka\nhttps://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Lukáš Pokrývka a Denis Le Thanh. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Denis Le Thanh záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.787667,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.907373,
      "tool_latency_seconds": 0.787667,
      "final_model_latency_seconds": 24.651989,
      "total_latency_seconds": 27.347837,
      "usage": {
        "prompt_tokens": 28453,
        "completion_tokens": 222,
        "total_tokens": 28675
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1098",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ján Holp a Oleksandr Dorybohov. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Oleksandr Dorybohov záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md",
        "pages/students/2023/oleksandr_dorybohov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "expected_answer_contains": [
        "Systém získavania informácií v slovenskom jazyku",
        "2021",
        "Automatické odpovede na otázky v právnej oblasti",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Ján Holp vypracovával diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\" v roku 2021 a Oleksandr Dorybohov vypracováva bakalársku prácu s názvom „Automatické odpovede na otázky v právnej oblasti\" v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp\nhttps://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ján Holp a Oleksandr Dorybohov. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Oleksandr Dorybohov záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.790618,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.672505,
      "tool_latency_seconds": 0.790618,
      "final_model_latency_seconds": 23.158555,
      "total_latency_seconds": 25.622324,
      "usage": {
        "prompt_tokens": 26636,
        "completion_tokens": 202,
        "total_tokens": 26838
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1099",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Filip Tomáš a Matej Novotný. Pri osobe Filip Tomáš použi záznam typu „bakalárska práca“ a pri osobe Matej Novotný záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/filip_tomas/README.md",
        "pages/students/2021/matej_novotny/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
      ],
      "expected_answer_contains": [
        "Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia",
        "2022",
        "Klasifikácia webových dát pre lepšie jazykové modelovanie",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Bakalárska práca Filipa Tomáša z roku 2022 nesie názov „Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia\" a diplomová práca Mateja Novotného je vedená pod rokom 2026 s názvom „Klasifikácia webových dát pre lepšie jazykové modelovanie\".\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2019/filip_tomas\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Filip Tomáš a Matej Novotný. Pri osobe Filip Tomáš použi záznam typu „bakalárska práca“ a pri osobe Matej Novotný záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.947236,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.875293,
      "tool_latency_seconds": 0.947236,
      "final_model_latency_seconds": 25.179457,
      "total_latency_seconds": 28.002818,
      "usage": {
        "prompt_tokens": 29140,
        "completion_tokens": 217,
        "total_tokens": 29357
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1100",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Lukáš Pokrývka a Simona Bobrovčanová. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Simona Bobrovčanová záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md",
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "Paralelné trénovanie neurónových sietí",
        "2021",
        "Automatická sumarizácia slovenského textu",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Lukáš Pokrývka vypracovával diplomovú prácu s názvom „Paralelné trénovanie neurónových sietí“ v roku 2021 a Simona Bobrovčanová vypracováva bakalársku prácu s názvom „Automatická sumarizácia slovenského textu“ v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka\nhttps://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Lukáš Pokrývka a Simona Bobrovčanová. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Simona Bobrovčanová záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5
          },
          "latency_seconds": 0.766518,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.516693,
      "tool_latency_seconds": 0.766518,
      "final_model_latency_seconds": 24.764674,
      "total_latency_seconds": 27.048657,
      "usage": {
        "prompt_tokens": 28670,
        "completion_tokens": 190,
        "total_tokens": 28860
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1101",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Martin Wencel a Artem Yatsenko. Pri osobe Martin Wencel použi záznam typu „bakalárska práca“ a pri osobe Artem Yatsenko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/martin_wencel/README.md",
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy",
        "2020",
        "Rozpoznávanie pomenovaných entít v slovenskom jazyku",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Martin Wencel vypracoval bakalársku prácu s názvom „Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy“ v roku 2020 a Artem Yatsenko vypracoval bakalársku prácu s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku“ v roku 2022.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2018/martin_wencel\nhttps://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Martin Wencel a Artem Yatsenko. Pri osobe Martin Wencel použi záznam typu „bakalárska práca“ a pri osobe Artem Yatsenko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.567708,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.863023,
      "tool_latency_seconds": 0.567708,
      "final_model_latency_seconds": 22.386182,
      "total_latency_seconds": 24.817602,
      "usage": {
        "prompt_tokens": 25768,
        "completion_tokens": 222,
        "total_tokens": 25990
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1102",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Patrik Pavlišin a Andrii Pervashov. Pri osobe Patrik Pavlišin použi záznam typu „bakalárska práca“ a pri osobe Andrii Pervashov záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/patrik_pavlisin/README.md",
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "expected_answer_contains": [
        "Metódy automatického prekladu",
        "2020",
        "Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Z dostupných záznamov na ZP Wiki má Patrik Pavlišin bakalársku prácu z roku 2020 s názvom „Metódy automatického prekladu\", zatiaľ čo Andrii Pervashov má záznam o diplomovej práci pre rok 2027, kde je uvedený návrh na tému „Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu\".\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin\nhttps://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Patrik Pavlišin a Andrii Pervashov. Pri osobe Patrik Pavlišin použi záznam typu „bakalárska práca“ a pri osobe Andrii Pervashov záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.532497,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.916038,
      "tool_latency_seconds": 0.532497,
      "final_model_latency_seconds": 23.784051,
      "total_latency_seconds": 26.233284,
      "usage": {
        "prompt_tokens": 27243,
        "completion_tokens": 236,
        "total_tokens": 27479
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1103",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Vladyslav Yanchenko a Ronald Zalacko. Pri osobe Vladyslav Yanchenko použi záznam typu „bakalárska práca“ a pri osobe Ronald Zalacko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/vladyslav_yanchenko/README.md",
        "pages/students/2023/ronald_zalacko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
      ],
      "expected_answer_contains": [
        "Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí",
        "2025",
        "Skórovací online systém pre robotické súťaže",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Vladyslav Yanchenko vypracováva bakalársku prácu s názvom „Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí\" uvedenú pre rok 2025 a Ronald Zalacko vypracováva bakalársku prácu s názvom „Skórovací online systém pre robotické súťaže\" uvedenú pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko\nhttps://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Vladyslav Yanchenko a Ronald Zalacko. Pri osobe Vladyslav Yanchenko použi záznam typu „bakalárska práca“ a pri osobe Ronald Zalacko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.552061,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.912879,
      "tool_latency_seconds": 0.552061,
      "final_model_latency_seconds": 23.82801,
      "total_latency_seconds": 26.293627,
      "usage": {
        "prompt_tokens": 27304,
        "completion_tokens": 228,
        "total_tokens": 27532
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1104",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ronald Zalacko a Samuel Džurina. Pri osobe Ronald Zalacko použi záznam typu „bakalárska práca“ a pri osobe Samuel Džurina záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/ronald_zalacko/README.md",
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "Skórovací online systém pre robotické súťaže",
        "2026",
        "Dialógový systém pre podporu firemných procesov",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Ronald Zalacko vypracováva bakalársku prácu s názvom „Skórovací online systém pre robotické súťaže\" v roku 2026 a Samuel Džurina vypracováva bakalársku prácu s názvom „Dialógový systém pre podporu firemných procesov\" v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko\nhttps://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ronald Zalacko a Samuel Džurina. Pri osobe Ronald Zalacko použi záznam typu „bakalárska práca“ a pri osobe Samuel Džurina záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.354933,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "first_model_latency_seconds": 1.70407,
      "tool_latency_seconds": 0.354933,
      "final_model_latency_seconds": 22.269872,
      "total_latency_seconds": 24.329621,
      "usage": {
        "prompt_tokens": 25953,
        "completion_tokens": 200,
        "total_tokens": 26153
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1105",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dmytro Ushatenko a Tetiana Mohorian. Pri osobe Dmytro Ushatenko použi záznam typu „bakalárska práca“ a pri osobe Tetiana Mohorian záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2017/dmytro_ushatenko/README.md",
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "Jednoduchý chatbot v jazyku Python",
        "2020",
        "Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov",
        "2025"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dmytro Ushatenko vypracoval bakalársku prácu s názvom „Jednoduchý chatbot v jazyku Python\" v roku 2020 a Tetiana Mohorian vypracovala bakalársku prácu s názvom „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov\" v roku 2025.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko\nhttps://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dmytro Ushatenko a Tetiana Mohorian. Pri osobe Dmytro Ushatenko použi záznam typu „bakalárska práca“ a pri osobe Tetiana Mohorian záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.46147,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/topics/chatbot"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/topics/chatbot"
      ],
      "first_model_latency_seconds": 1.930262,
      "tool_latency_seconds": 0.46147,
      "final_model_latency_seconds": 18.158732,
      "total_latency_seconds": 20.551035,
      "usage": {
        "prompt_tokens": 20810,
        "completion_tokens": 221,
        "total_tokens": 21031
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1106",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dominik Nagy a Andrii Pervashov. Pri osobe Dominik Nagy použi záznam typu „diplomová práca“ a pri osobe Andrii Pervashov záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md",
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "expected_answer_contains": [
        "Neurónový strojový preklad pomocou knižnice Fairseq",
        "2022",
        "Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dominik Nagy vypracovával diplomovú prácu s názvom „Neurónový strojový preklad pomocou knižnice Fairseq“ v roku 2022 a Andrii Pervashov má na ZP Wiki evidovaný návrh na tému diplomovej práce „Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu“ pre rok 2027.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy\nhttps://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dominik Nagy a Andrii Pervashov. Pri osobe Dominik Nagy použi záznam typu „diplomová práca“ a pri osobe Andrii Pervashov záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.894106,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.82394,
      "tool_latency_seconds": 0.894106,
      "final_model_latency_seconds": 26.29195,
      "total_latency_seconds": 29.010847,
      "usage": {
        "prompt_tokens": 30479,
        "completion_tokens": 224,
        "total_tokens": 30703
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1107",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Kristián Sopkovič a Samuel Vasiľ. Pri osobe Kristián Sopkovič použi záznam typu „bakalárska práca“ a pri osobe Samuel Vasiľ záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/kristian_sopkovic/README.md",
        "pages/students/2022/samuel_vasil/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "expected_answer_contains": [
        "Model Spacy pre spracovanie prirodzeného jazyka v slovenčine",
        "2022",
        "Orchestrácia veľkých jazykových modelov pomocou model context protokolu s využitím OpenWebUI",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Kristián Sopkovič vypracovával bakalársku prácu s názvom „Model Spacy pre spracovanie prirodzeného jazyka v slovenčine\" v roku 2022 a Samuel Vasiľ má záznam o bakalárskej práci s predbežným názvom „Orchestrácia veľkých jazykových modelov pomocou model context protokolu s využitím OpenWebUI\" v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic\nhttps://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Kristián Sopkovič a Samuel Vasiľ. Pri osobe Kristián Sopkovič použi záznam typu „bakalárska práca“ a pri osobe Samuel Vasiľ záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.477732,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "first_model_latency_seconds": 1.916472,
      "tool_latency_seconds": 0.477732,
      "final_model_latency_seconds": 22.336515,
      "total_latency_seconds": 24.731432,
      "usage": {
        "prompt_tokens": 25144,
        "completion_tokens": 237,
        "total_tokens": 25381
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1108",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dominik Nagy a Oleh Poiasnik. Pri osobe Dominik Nagy použi záznam typu „diplomová práca“ a pri osobe Oleh Poiasnik záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/dominik_nagy/README.md",
        "pages/students/2022/oleh_poiasnik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [
        "Neurónový strojový preklad pomocou knižnice Fairseq",
        "2022",
        "Expertný agentový systém na podporu rozhodovania v lekárni",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dominik Nagy vypracoval diplomovú prácu s názvom „Neurónový strojový preklad pomocou knižnice Fairseq\" v roku 2022 a Oleh Poiasnik má záznam o diplomovej práci s názvom „Expertný agentový systém na podporu rozhodovania v lekárni\" v roku 2027.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy\nhttps://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dominik Nagy a Oleh Poiasnik. Pri osobe Dominik Nagy použi záznam typu „diplomová práca“ a pri osobe Oleh Poiasnik záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.989788,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.841788,
      "tool_latency_seconds": 0.989788,
      "final_model_latency_seconds": 26.388689,
      "total_latency_seconds": 29.221021,
      "usage": {
        "prompt_tokens": 30828,
        "completion_tokens": 207,
        "total_tokens": 31035
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1109",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Martin Šarišský a Andrii Pervashov. Pri osobe Martin Šarišský použi záznam typu „diplomová práca“ a pri osobe Andrii Pervashov záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/martin_sarissky/README.md",
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "expected_answer_contains": [
        "Agentové systémy pomocou veľkého jazykového modelu",
        "2026",
        "Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Z dostupných záznamov na ZP Wiki má Martin Šarišský diplomovú prácu s názvom „Agentové systémy pomocou veľkého jazykového modelu\" z roku 2026 a Andrii Pervashov má diplomovú prácu s návrhom témy „Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu\" z roku 2027.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky\nhttps://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Martin Šarišský a Andrii Pervashov. Pri osobe Martin Šarišský použi záznam typu „diplomová práca“ a pri osobe Andrii Pervashov záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.621385,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.681388,
      "tool_latency_seconds": 0.621385,
      "final_model_latency_seconds": 25.160597,
      "total_latency_seconds": 27.46406,
      "usage": {
        "prompt_tokens": 28896,
        "completion_tokens": 217,
        "total_tokens": 29113
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1110",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Matej Ščišľak a Ján Malinovský. Pri osobe Matej Ščišľak použi záznam typu „diplomová práca“ a pri osobe Ján Malinovský záznam typu „diplomový projekt“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md",
        "pages/students/2022/jan_malinovsky/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
      ],
      "expected_answer_contains": [
        "Znalostné grafy pre zlepšenie vyhľadávania právnych informácií",
        "2026",
        "Grafové vyhľadávanie pre podporu vzdelávania",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Matej Ščišľak vypracováva diplomovú prácu s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií“ v roku 2026 a Ján Malinovský pracuje na diplomovom projekte s názvom „Grafové vyhľadávanie pre podporu vzdelávania“, ktorý je na ZP Wiki evidovaný pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_scislak\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Matej Ščišľak a Ján Malinovský. Pri osobe Matej Ščišľak použi záznam typu „diplomová práca“ a pri osobe Ján Malinovský záznam typu „diplomový projekt“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.49687,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.95655,
      "tool_latency_seconds": 0.49687,
      "final_model_latency_seconds": 23.978137,
      "total_latency_seconds": 26.432244,
      "usage": {
        "prompt_tokens": 27124,
        "completion_tokens": 230,
        "total_tokens": 27354
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1111",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ján Holp a Filip Tomáš. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Filip Tomáš záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md",
        "pages/students/2019/filip_tomas/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "expected_answer_contains": [
        "Systém získavania informácií v slovenskom jazyku",
        "2021",
        "Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Ján Holp vypracovával diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\" v roku 2021 a Filip Tomáš vypracovával bakalársku prácu s názvom „Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia\" v roku 2022.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp\nhttps://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ján Holp a Filip Tomáš. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Filip Tomáš záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5
          },
          "latency_seconds": 0.773352,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.439599,
      "tool_latency_seconds": 0.773352,
      "final_model_latency_seconds": 22.950986,
      "total_latency_seconds": 25.164704,
      "usage": {
        "prompt_tokens": 26490,
        "completion_tokens": 188,
        "total_tokens": 26678
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1112",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dárius Lindvai a Márk Fehér. Pri osobe Dárius Lindvai použi záznam typu „diplomová práca“ a pri osobe Márk Fehér záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/darius_lindvai/README.md",
        "pages/students/2016/mark_feher/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"
      ],
      "expected_answer_contains": [
        "Obnovenie interpunkcie pomocou hlbokých neurónových sietí",
        "2021",
        "Klasifikácia textu metódami strojového učenia",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dárius Lindvai vypracoval diplomovú prácu s názvom „Obnovenie interpunkcie pomocou hlbokých neurónových sietí“ v roku 2021 a Márk Fehér vypracoval diplomovú prácu s názvom „Klasifikácia textu metódami strojového učenia“ v roku 2022.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai\nhttps://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dárius Lindvai a Márk Fehér. Pri osobe Dárius Lindvai použi záznam typu „diplomová práca“ a pri osobe Márk Fehér záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.638759,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.877198,
      "tool_latency_seconds": 0.638759,
      "final_model_latency_seconds": 23.009054,
      "total_latency_seconds": 25.525656,
      "usage": {
        "prompt_tokens": 26604,
        "completion_tokens": 212,
        "total_tokens": 26816
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1113",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ján Malinovský a Samuel Džurina. Pri osobe Ján Malinovský použi záznam typu „diplomový projekt“ a pri osobe Samuel Džurina záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_malinovsky/README.md",
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "Grafové vyhľadávanie pre podporu vzdelávania",
        "2026",
        "Dialógový systém pre podporu firemných procesov",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Ján Malinovský vypracováva diplomový projekt s názvom „Grafové vyhľadávanie pre podporu vzdelávania“ v roku 2026 a Samuel Džurina vykonáva bakalársku prácu s názvom „Dialógový systém pre podporu firemných procesov“ v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky\nhttps://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ján Malinovský a Samuel Džurina. Pri osobe Ján Malinovský použi záznam typu „diplomový projekt“ a pri osobe Samuel Džurina záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.658251,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
      ],
      "first_model_latency_seconds": 1.861413,
      "tool_latency_seconds": 0.658251,
      "final_model_latency_seconds": 24.812191,
      "total_latency_seconds": 27.332547,
      "usage": {
        "prompt_tokens": 28809,
        "completion_tokens": 209,
        "total_tokens": 29018
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1114",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Samuel Džurina a Simona Bobrovčanová. Pri osobe Samuel Džurina použi záznam typu „bakalárska práca“ a pri osobe Simona Bobrovčanová záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/samuel_dzurina/README.md",
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "Dialógový systém pre podporu firemných procesov",
        "2026",
        "Automatická sumarizácia slovenského textu",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Samuel Džurina vypracováva bakalársku prácu s názvom Dialógový systém pre podporu firemných procesov v roku 2026 a Simona Bobrovčanová vypracováva bakalársku prácu s názvom Automatická sumarizácia slovenského textu v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina\nhttps://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Samuel Džurina a Simona Bobrovčanová. Pri osobe Samuel Džurina použi záznam typu „bakalárska práca“ a pri osobe Simona Bobrovčanová záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.392394,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "first_model_latency_seconds": 1.730852,
      "tool_latency_seconds": 0.392394,
      "final_model_latency_seconds": 21.733991,
      "total_latency_seconds": 23.857944,
      "usage": {
        "prompt_tokens": 25260,
        "completion_tokens": 197,
        "total_tokens": 25457
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1115",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ondrej Megela a Samuel Džurina. Pri osobe Ondrej Megela použi záznam typu „bakalárska práca“ a pri osobe Samuel Džurina záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/ondrej_megela/README.md",
        "pages/students/2023/samuel_dzurina/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
      ],
      "expected_answer_contains": [
        "Neurónové jazykové modelovanie typu BERT",
        "2020",
        "Dialógový systém pre podporu firemných procesov",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Samuel Džurina vypracováva bakalársku prácu s názvom „Dialógový systém pre podporu firemných procesov“ v roku 2026 a Ondrej Megela vypracoval bakalársku prácu s názvom „Neurónové jazykové modelovanie typu BERT“ v roku 2020.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina\nhttps://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ondrej Megela a Samuel Džurina. Pri osobe Ondrej Megela použi záznam typu „bakalárska práca“ a pri osobe Samuel Džurina záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.517462,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "first_model_latency_seconds": 1.884246,
      "tool_latency_seconds": 0.517462,
      "final_model_latency_seconds": 23.325598,
      "total_latency_seconds": 25.727968,
      "usage": {
        "prompt_tokens": 27093,
        "completion_tokens": 211,
        "total_tokens": 27304
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1116",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Alina Vitko a Valerii Kutsenko. Pri osobe Alina Vitko použi záznam typu „bakalárska práca“ a pri osobe Valerii Kutsenko záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/alina_vitko/README.md",
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [
        "Systémy pre generovanie odpovede na otázku v prirodzenom jazyku",
        "2022",
        "Zlepšenie vyhľadávania pomocou znalostných grafov",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "V dostupných dokumentoch ZP Wiki sa pre Alinu Vitko nachádza záznam o bakalárskej práci s názvom „Systémy pre generovanie odpovede na otázku v prirodzenom jazyku“ z roku 2022, no pre Valeriiho Kutsenko sa v nájdených zdrojoch uvádza iba téma diplomovej práce „Zlepšenie vyhľadávania pomocou znalostných grafov“ pre rok 2027 bez explicitne uvedeného finálneho názvu práce.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2019/alina_vitko\nhttps://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Alina Vitko a Valerii Kutsenko. Pri osobe Alina Vitko použi záznam typu „bakalárska práca“ a pri osobe Valerii Kutsenko záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.831746,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.873899,
      "tool_latency_seconds": 0.831746,
      "final_model_latency_seconds": 26.722272,
      "total_latency_seconds": 29.428628,
      "usage": {
        "prompt_tokens": 30352,
        "completion_tokens": 247,
        "total_tokens": 30599
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1117",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Matej Ščišľak a Denis Le Thanh. Pri osobe Matej Ščišľak použi záznam typu „diplomová práca“ a pri osobe Denis Le Thanh záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/matej_scislak/README.md",
        "pages/students/2023/denis_le_thanh/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "expected_answer_contains": [
        "Znalostné grafy pre zlepšenie vyhľadávania právnych informácií",
        "2026",
        "Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Matej Ščišľak vypracoval diplomovú prácu v roku 2026 s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií\", zatiaľ čo Denis Le Thanh vypracoval bakalársku prácu v roku 2026 s názvom „Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku\".\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_scislak\nhttps://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Matej Ščišľak a Denis Le Thanh. Pri osobe Matej Ščišľak použi záznam typu „diplomová práca“ a pri osobe Denis Le Thanh záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.571675,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.890063,
      "tool_latency_seconds": 0.571675,
      "final_model_latency_seconds": 23.471711,
      "total_latency_seconds": 25.934181,
      "usage": {
        "prompt_tokens": 26821,
        "completion_tokens": 229,
        "total_tokens": 27050
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1118",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dávid Omasta a Oleh Poiasnik. Pri osobe Dávid Omasta použi záznam typu „diplomová práca“ a pri osobe Oleh Poiasnik záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md",
        "pages/students/2022/oleh_poiasnik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [
        "Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku",
        "2024",
        "Expertný agentový systém na podporu rozhodovania v lekárni",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dávid Omasta vypracovával diplomovú prácu v roku 2024 s návrhom názvu „Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku“ a Oleh Poiasnik vypracováva diplomovú prácu v roku 2027 s názvom „Expertný agentový systém na podporu rozhodovania v lekárni“.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2018/david_omasta\nhttps://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dávid Omasta a Oleh Poiasnik. Pri osobe Dávid Omasta použi záznam typu „diplomová práca“ a pri osobe Oleh Poiasnik záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.618362,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
      ],
      "first_model_latency_seconds": 1.650547,
      "tool_latency_seconds": 0.618362,
      "final_model_latency_seconds": 25.738418,
      "total_latency_seconds": 28.008032,
      "usage": {
        "prompt_tokens": 29781,
        "completion_tokens": 206,
        "total_tokens": 29987
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1119",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Lukáš Pokrývka a Maroš Harahus. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Maroš Harahus záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md",
        "pages/students/2016/maros_harahus/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
      ],
      "expected_answer_contains": [
        "Paralelné trénovanie neurónových sietí",
        "2021",
        "Neurónová morfologická anotácia slovenského jazyka",
        "2021"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Lukáš Pokrývka vypracovával diplomovú prácu s názvom „Paralelné trénovanie neurónových sietí\", ktorá je na ZP Wiki uvedená v roku 2021, zatiaľ čo Maroš Harahus má záznam diplomovej práce z roku 2021 s názvom „Neurónová morfologická anotácia slovenského jazyka\".\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka\nhttps://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Lukáš Pokrývka a Maroš Harahus. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Maroš Harahus záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.845636,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/topics/question"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/topics/question"
      ],
      "first_model_latency_seconds": 1.904844,
      "tool_latency_seconds": 0.845636,
      "final_model_latency_seconds": 23.191305,
      "total_latency_seconds": 25.942463,
      "usage": {
        "prompt_tokens": 26533,
        "completion_tokens": 226,
        "total_tokens": 26759
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1120",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Lukáš Pokrývka a Ján Pták. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Ján Pták záznam typu „diplomový projekt“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/lukas_pokryvka/README.md",
        "pages/students/2022/jan_ptak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "expected_answer_contains": [
        "Paralelné trénovanie neurónových sietí",
        "2021",
        "Agent pre manažment záverečných prác",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Lukáš Pokrývka vypracoval diplomovú prácu s názvom „Paralelné trénovanie neurónových sietí\" v roku 2021 a Ján Pták má evidovaný diplomový projekt s témou „Agent pre manažment záverečných prác\" v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Lukáš Pokrývka a Ján Pták. Pri osobe Lukáš Pokrývka použi záznam typu „diplomová práca“ a pri osobe Ján Pták záznam typu „diplomový projekt“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.842025,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "first_model_latency_seconds": 1.892925,
      "tool_latency_seconds": 0.842025,
      "final_model_latency_seconds": 24.436044,
      "total_latency_seconds": 27.171774,
      "usage": {
        "prompt_tokens": 28560,
        "completion_tokens": 205,
        "total_tokens": 28765
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1121",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Martin Wencel a Ronald Zalacko. Pri osobe Martin Wencel použi záznam typu „bakalárska práca“ a pri osobe Ronald Zalacko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/martin_wencel/README.md",
        "pages/students/2023/ronald_zalacko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
      ],
      "expected_answer_contains": [
        "Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy",
        "2020",
        "Skórovací online systém pre robotické súťaže",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Martin Wencel vypracoval bakalársku prácu s názvom „Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy\" v roku 2020, zatiaľ čo Ronald Zalacko má uvedenú bakalársku prácu s názvom „Skórovací online systém pre robotické súťaže\" z roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2018/martin_wencel\nhttps://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Martin Wencel a Ronald Zalacko. Pri osobe Martin Wencel použi záznam typu „bakalárska práca“ a pri osobe Ronald Zalacko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.418673,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"
      ],
      "first_model_latency_seconds": 1.676748,
      "tool_latency_seconds": 0.418673,
      "final_model_latency_seconds": 21.46318,
      "total_latency_seconds": 23.559224,
      "usage": {
        "prompt_tokens": 24685,
        "completion_tokens": 208,
        "total_tokens": 24893
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1122",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Artem Yatsenko a Filip Tomáš. Pri osobe Artem Yatsenko použi záznam typu „bakalárska práca“ a pri osobe Filip Tomáš záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/artem_yatsenko/README.md",
        "pages/students/2019/filip_tomas/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
      ],
      "expected_answer_contains": [
        "Rozpoznávanie pomenovaných entít v slovenskom jazyku",
        "2022",
        "Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Artem Yatsenko vypracoval bakalársku prácu s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku“ v roku 2022 a Filip Tomáš vypracoval bakalársku prácu s názvom „Aplikačné testy v systémoch kontinuálnej integrácie a nasadenia“ v roku 2022.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko\nhttps://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Artem Yatsenko a Filip Tomáš. Pri osobe Artem Yatsenko použi záznam typu „bakalárska práca“ a pri osobe Filip Tomáš záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.708577,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "first_model_latency_seconds": 1.890608,
      "tool_latency_seconds": 0.708577,
      "final_model_latency_seconds": 23.874623,
      "total_latency_seconds": 26.474513,
      "usage": {
        "prompt_tokens": 27670,
        "completion_tokens": 217,
        "total_tokens": 27887
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1123",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dávid Omasta a Eduard Matovka. Pri osobe Dávid Omasta použi záznam typu „diplomová práca“ a pri osobe Eduard Matovka záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md",
        "pages/students/2021/eduard_matovka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
      ],
      "expected_answer_contains": [
        "Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku",
        "2024",
        "Slovenská konverzačná umelá inteligencia",
        "2024"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dávid Omasta má na ZP Wiki uvedenú diplomovú prácu z roku 2024 s návrhom názvu „Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku\", zatiaľ čo Eduard Matovka má uvedenú bakalársku prácu z roku 2024 s názvom „Slovenská konverzačná umelá inteligencia\".\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2018/david_omasta\nhttps://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dávid Omasta a Eduard Matovka. Pri osobe Dávid Omasta použi záznam typu „diplomová práca“ a pri osobe Eduard Matovka záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.408113,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
      ],
      "first_model_latency_seconds": 1.704158,
      "tool_latency_seconds": 0.408113,
      "final_model_latency_seconds": 22.479089,
      "total_latency_seconds": 24.592011,
      "usage": {
        "prompt_tokens": 25942,
        "completion_tokens": 210,
        "total_tokens": 26152
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1124",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ján Holp a Samuel Vasiľ. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Samuel Vasiľ záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md",
        "pages/students/2022/samuel_vasil/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
      ],
      "expected_answer_contains": [
        "Systém získavania informácií v slovenskom jazyku",
        "2021",
        "Orchestrácia veľkých jazykových modelov pomocou model context protokolu s využitím OpenWebUI",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Ján Holp vypracoval diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\" v roku 2021 a Samuel Vasiľ má ako bakalársku prácu predbežný názov „Orchestrácia veľkých jazykových modelov pomocou model context protokolu s využitím OpenWebUI\" uvedený pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp\nhttps://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ján Holp a Samuel Vasiľ. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Samuel Vasiľ záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.628848,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "first_model_latency_seconds": 1.86059,
      "tool_latency_seconds": 0.628848,
      "final_model_latency_seconds": 21.311585,
      "total_latency_seconds": 23.801645,
      "usage": {
        "prompt_tokens": 24515,
        "completion_tokens": 224,
        "total_tokens": 24739
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1125",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dárius Lindvai a Andrii Pervashov. Pri Dáriusovi Lindvaiovi uveď názov diplomovej práce a rok vyjadrený kategóriou diplomovej práce, nie rok diplomového projektu. Pri Andrii Pervashovovi použi diplomovú prácu a rok uvedený v názve príslušnej sekcie. Uveď názov a rok pri oboch osobách.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/darius_lindvai/README.md",
        "pages/students/2022/andrii_pervashov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "expected_answer_contains": [
        "Obnovenie interpunkcie pomocou hlbokých neurónových sietí",
        "2021",
        "Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "V dostupných dokumentoch ZP Wiki sa pre Dáriusa Lindvaja nenašla explicitná zápisná kategória diplomovej práce (dpYYYY), hoci je uvedený názov „Obnovenie interpunkcie pomocou hlbokých neurónových sietí\" a rok diplomového projektu 2021, preto rok diplomovej práce vyjadrený kategóriou nie je dostupný. Pre Andriiho Pervashova je v sekciách uvedené, že vypracováva diplomovú prácu v roku 2027 s návrhom na tému „Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dárius Lindvai a Andrii Pervashov. Pri Dáriusovi Lindvaiovi uveď názov diplomovej práce a rok vyjadrený kategóriou diplomovej práce, nie rok diplomového projektu. Pri Andrii Pervashovovi použi diplomovú prácu a rok uvedený v názve príslušnej sekcie. Uveď názov a rok pri oboch osobách.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 10
          },
          "latency_seconds": 0.377102,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
      ],
      "first_model_latency_seconds": 1.928882,
      "tool_latency_seconds": 0.377102,
      "final_model_latency_seconds": 11.971719,
      "total_latency_seconds": 14.278097,
      "usage": {
        "prompt_tokens": 11496,
        "completion_tokens": 287,
        "total_tokens": 11783
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1126",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Vladyslav Yanchenko a Denis Le Thanh. Pri osobe Vladyslav Yanchenko použi záznam typu „bakalárska práca“ a pri osobe Denis Le Thanh záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/vladyslav_yanchenko/README.md",
        "pages/students/2023/denis_le_thanh/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "expected_answer_contains": [
        "Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí",
        "2025",
        "Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Vladyslav Yanchenko vypracováva bakalársku prácu s názvom „Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí“ pre rok 2025, zatiaľ čo Denis Le Thanh má v evidencii bakalársku prácu s témou „Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku“ určenú pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko\nhttps://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Vladyslav Yanchenko a Denis Le Thanh. Pri osobe Vladyslav Yanchenko použi záznam typu „bakalárska práca“ a pri osobe Denis Le Thanh záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.543859,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.913773,
      "tool_latency_seconds": 0.543859,
      "final_model_latency_seconds": 24.362526,
      "total_latency_seconds": 26.820887,
      "usage": {
        "prompt_tokens": 28129,
        "completion_tokens": 239,
        "total_tokens": 28368
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1127",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Vladyslav Yanchenko a Oleksandr Dorybohov. Pri osobe Vladyslav Yanchenko použi záznam typu „bakalárska práca“ a pri osobe Oleksandr Dorybohov záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/vladyslav_yanchenko/README.md",
        "pages/students/2023/oleksandr_dorybohov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "expected_answer_contains": [
        "Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí",
        "2025",
        "Automatické odpovede na otázky v právnej oblasti",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Vladyslav Yanchenko vypracováva bakalársku prácu s názvom „Kontinuálne nasadenie a testovanie aplikácie v klaudovom prostredí“ a je uvedená pre rok 2025, zatiaľ čo Oleksandr Dorybohov má v ZP Wiki zaznamenanú bakalársku prácu s témou „Automatické odpovede na otázky v právnej oblasti“ pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko\nhttps://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Vladyslav Yanchenko a Oleksandr Dorybohov. Pri osobe Vladyslav Yanchenko použi záznam typu „bakalárska práca“ a pri osobe Oleksandr Dorybohov záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5
          },
          "latency_seconds": 0.576712,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.539882,
      "tool_latency_seconds": 0.576712,
      "final_model_latency_seconds": 24.480688,
      "total_latency_seconds": 26.597999,
      "usage": {
        "prompt_tokens": 27897,
        "completion_tokens": 214,
        "total_tokens": 28111
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1128",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Martin Wencel a Yevhenii Medushivskyi. Pri osobe Martin Wencel použi záznam typu „bakalárska práca“ a pri osobe Yevhenii Medushivskyi záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/martin_wencel/README.md",
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy",
        "2020",
        "Získavanie textu z webových stránok",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Martin Wencel vypracoval bakalársku prácu s názvom „Demonštrácia spracovania slovenského prirodzeného jazyka pomocou knižnice Spacy“ v roku 2020. Yevhenii Medushivskyi má na ZP Wiki evidovanú bakalársku prácu s témou „Získavanie textu z webových stránok“ z roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2018/martin_wencel\nhttps://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Martin Wencel a Yevhenii Medushivskyi. Pri osobe Martin Wencel použi záznam typu „bakalárska práca“ a pri osobe Yevhenii Medushivskyi záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.496917,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel",
        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "first_model_latency_seconds": 1.696205,
      "tool_latency_seconds": 0.496917,
      "final_model_latency_seconds": 26.381016,
      "total_latency_seconds": 28.574786,
      "usage": {
        "prompt_tokens": 30327,
        "completion_tokens": 217,
        "total_tokens": 30544
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1129",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Tomáš Kuchárik a Kristián Sopkovič. Pri osobe Tomáš Kuchárik použi záznam typu „diplomová práca“ a pri osobe Kristián Sopkovič záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/tomas_kucharik/README.md",
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou strojového prekladu",
        "2022",
        "Model Spacy pre spracovanie prirodzeného jazyka v slovenčine",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Tomáš Kuchárik vypracoval diplomovú prácu s názvom „Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou strojového prekladu“ v roku 2022, pričom v roku 2021 už mal za sebou diplomovú prácu s názvom „Tvorba korpusu otázok a odpovedí v slovenskom jazyku pomocou crowdsourcingu“. Kristián Sopkovič vypracoval bakalársku prácu s názvom „Model Spacy pre spracovanie prirodzeného jazyka v slovenčine“ v roku 2022.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik\nhttps://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Tomáš Kuchárik a Kristián Sopkovič. Pri osobe Tomáš Kuchárik použi záznam typu „diplomová práca“ a pri osobe Kristián Sopkovič záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.620605,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
            "https://zp.kemt.fei.tuke.sk/topics/faq"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/topics/faq"
      ],
      "first_model_latency_seconds": 1.913467,
      "tool_latency_seconds": 0.620605,
      "final_model_latency_seconds": 24.625252,
      "total_latency_seconds": 27.159976,
      "usage": {
        "prompt_tokens": 26829,
        "completion_tokens": 279,
        "total_tokens": 27108
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1130",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ján Malinovský a Tetiana Mohorian. Pri osobe Ján Malinovský použi záznam typu „diplomový projekt“ a pri osobe Tetiana Mohorian záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_malinovsky/README.md",
        "pages/students/2022/tetiana_mohorian/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
      ],
      "expected_answer_contains": [
        "Grafové vyhľadávanie pre podporu vzdelávania",
        "2026",
        "Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov",
        "2025"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Ján Malinovský vypracováva diplomový projekt s názvom „Grafové vyhľadávanie pre podporu vzdelávania“ v roku 2026 a Tetiana Mohorian vypracováva bakalársku prácu s názvom „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov“ v roku 2025.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky\nhttps://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ján Malinovský a Tetiana Mohorian. Pri osobe Ján Malinovský použi záznam typu „diplomový projekt“ a pri osobe Tetiana Mohorian záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.593918,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
      ],
      "first_model_latency_seconds": 1.828861,
      "tool_latency_seconds": 0.593918,
      "final_model_latency_seconds": 22.517295,
      "total_latency_seconds": 24.940741,
      "usage": {
        "prompt_tokens": 26039,
        "completion_tokens": 217,
        "total_tokens": 26256
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
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      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1131",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Márk Fehér a Rostyslav Rodzhuk. Pri osobe Márk Fehér použi záznam typu „diplomová práca“ a pri osobe Rostyslav Rodzhuk záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/mark_feher/README.md",
        "pages/students/2023/rostyslav_rodzhuk/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "expected_answer_contains": [
        "Klasifikácia textu metódami strojového učenia",
        "2022",
        "Inteligentný agent pre podporu práce špeciálneho pedagóga",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Márk Fehér vypracovával diplomovú prácu s názvom „Klasifikácia textu metódami strojového učenia\" v roku 2022 a Rostyslav Rodzhuk vypracováva bakalársku prácu s názvom „Inteligentný agent pre podporu práce špeciálneho pedagóga\" v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/mark_feher\nhttps://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Márk Fehér a Rostyslav Rodzhuk. Pri osobe Márk Fehér použi záznam typu „diplomová práca“ a pri osobe Rostyslav Rodzhuk záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.562183,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.694478,
      "tool_latency_seconds": 0.562183,
      "final_model_latency_seconds": 23.60758,
      "total_latency_seconds": 25.864975,
      "usage": {
        "prompt_tokens": 27366,
        "completion_tokens": 205,
        "total_tokens": 27571
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1132",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dávid Omasta a Martin Šarišský. Pri osobe Dávid Omasta použi záznam typu „diplomová práca“ a pri osobe Martin Šarišský záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2018/david_omasta/README.md",
        "pages/students/2021/martin_sarissky/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
      ],
      "expected_answer_contains": [
        "Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku",
        "2024",
        "Agentové systémy pomocou veľkého jazykového modelu",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Martin Šarišský vypracoval diplomovú prácu s názvom „Agentové systémy pomocou veľkého jazykového modelu\" v roku 2026 a Dávid Omasta má v zázname uvedený návrh na názov diplomovej práce „Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku\" pre rok 2024.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky\nhttps://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dávid Omasta a Martin Šarišský. Pri osobe Dávid Omasta použi záznam typu „diplomová práca“ a pri osobe Martin Šarišský záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.618069,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
            "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_omasta",
        "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.853869,
      "tool_latency_seconds": 0.618069,
      "final_model_latency_seconds": 23.37767,
      "total_latency_seconds": 25.850304,
      "usage": {
        "prompt_tokens": 26856,
        "completion_tokens": 221,
        "total_tokens": 27077
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1133",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ján Holp a Simona Bobrovčanová. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Simona Bobrovčanová záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md",
        "pages/students/2023/simona_bobrovcanova/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
      ],
      "expected_answer_contains": [
        "Systém získavania informácií v slovenskom jazyku",
        "2021",
        "Automatická sumarizácia slovenského textu",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Ján Holp vypracoval diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\" v roku 2021 a Simona Bobrovčanová realizuje bakalársku prácu s názvom „Automatická sumarizácia slovenského textu\", ktorá je evidovaná pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp\nhttps://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ján Holp a Simona Bobrovčanová. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Simona Bobrovčanová záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.677989,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.852515,
      "tool_latency_seconds": 0.677989,
      "final_model_latency_seconds": 22.650081,
      "total_latency_seconds": 25.18124,
      "usage": {
        "prompt_tokens": 26183,
        "completion_tokens": 213,
        "total_tokens": 26396
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1134",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Denis Le Thanh a Rostyslav Rodzhuk. Pri osobe Denis Le Thanh použi záznam typu „bakalárska práca“ a pri osobe Rostyslav Rodzhuk záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/denis_le_thanh/README.md",
        "pages/students/2023/rostyslav_rodzhuk/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
      ],
      "expected_answer_contains": [
        "Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku",
        "2026",
        "Inteligentný agent pre podporu práce špeciálneho pedagóga",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Denis Le Thanh vypracováva bakalársku prácu s názvom „Trénovanie jazykového modelu pre spracovanie inštrukcií v prirodzenom jazyku“ a je evidovaná pre rok 2026, zatiaľ čo Rostyslav Rodzhuk má záznam o bakalárskej práci s názvom „Inteligentný agent pre podporu práce špeciálneho pedagóga“, ktorá je tiež evidovaná pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh\nhttps://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Denis Le Thanh a Rostyslav Rodzhuk. Pri osobe Denis Le Thanh použi záznam typu „bakalárska práca“ a pri osobe Rostyslav Rodzhuk záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.434533,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
            "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
        "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.865606,
      "tool_latency_seconds": 0.434533,
      "final_model_latency_seconds": 23.271192,
      "total_latency_seconds": 25.572354,
      "usage": {
        "prompt_tokens": 26421,
        "completion_tokens": 238,
        "total_tokens": 26659
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1135",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Márk Fehér a Patrik Pavlišin. Pri osobe Márk Fehér použi záznam typu „diplomová práca“ a pri osobe Patrik Pavlišin záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/mark_feher/README.md",
        "pages/students/2016/patrik_pavlisin/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
      ],
      "expected_answer_contains": [
        "Klasifikácia textu metódami strojového učenia",
        "2022",
        "Metódy automatického prekladu",
        "2020"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Márk Fehér vypracoval diplomovú prácu s názvom „Klasifikácia textu metódami strojového učenia“ v roku 2022 a Patrik Pavlišin vypracoval bakalársku prácu s názvom „Metódy automatického prekladu“ v roku 2020.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/mark_feher\nhttps://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Márk Fehér a Patrik Pavlišin. Pri osobe Márk Fehér použi záznam typu „diplomová práca“ a pri osobe Patrik Pavlišin záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.575997,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.706597,
      "tool_latency_seconds": 0.575997,
      "final_model_latency_seconds": 22.663073,
      "total_latency_seconds": 24.946423,
      "usage": {
        "prompt_tokens": 26363,
        "completion_tokens": 192,
        "total_tokens": 26555
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1136",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ján Malinovský a Yevhenii Medushivskyi. Pri Jánovi Malinovskom použi diplomový projekt a pri Yevhenii Medushivskom bakalársku prácu. Pri oboch uveď názov práce a rok uvedený v názve príslušnej sekcie, nie rok začiatku štúdia.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/jan_malinovsky/README.md",
        "pages/students/2023/yevhenii_medushivskyi/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
      ],
      "expected_answer_contains": [
        "Grafové vyhľadávanie pre podporu vzdelávania",
        "2026",
        "Získavanie textu z webových stránok",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "V dostupných dokumentoch ZP Wiki sa pre Ján Malinovský nenašiel explicitne uvedený názov diplomového projektu, ale v sekcii diplomového projektu je uvedená téma „Grafové vyhľadávanie pre podporu vzdelávania\" s rokom 2026, zatiaľ čo pre Yevhenii Medushivskyi v sekcii bakalárskej práce chýba explicitný názov, ale je uvedená téma „Získavanie textu z webových stránok\" s rokom 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky\nhttps://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ján Malinovský a Yevhenii Medushivskyi. Pri Jánovi Malinovskom použi diplomový projekt a pri Yevhenii Medushivskom bakalársku prácu. Pri oboch uveď názov práce a rok uvedený v názve príslušnej sekcie, nie rok začiatku štúdia.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.422912,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
            "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
        "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"
      ],
      "first_model_latency_seconds": 1.863504,
      "tool_latency_seconds": 0.422912,
      "final_model_latency_seconds": 22.857885,
      "total_latency_seconds": 25.144955,
      "usage": {
        "prompt_tokens": 25691,
        "completion_tokens": 260,
        "total_tokens": 25951
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1137",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Samuel Vasiľ a Ronald Zalacko. Pri osobe Samuel Vasiľ použi záznam typu „bakalárska práca“ a pri osobe Ronald Zalacko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/samuel_vasil/README.md",
        "pages/students/2023/ronald_zalacko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
      ],
      "expected_answer_contains": [
        "Orchestrácia veľkých jazykových modelov pomocou model context protokolu s využitím OpenWebUI",
        "2026",
        "Skórovací online systém pre robotické súťaže",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Samuel Vasiľ má uvedený predbežný názov svojej bakalárskej práce „Orchestrácia veľkých jazykových modelov pomocou model context protokolu s využitím OpenWebUI\" pre rok 2026 a Ronald Zalacko má uvedený názov svojej bakalárskej práce „Skórovací online systém pre robotické súťaže\" tiež pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil\nhttps://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Samuel Vasiľ a Ronald Zalacko. Pri osobe Samuel Vasiľ použi záznam typu „bakalárska práca“ a pri osobe Ronald Zalacko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.450069,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
            "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
            "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
            "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko",
        "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
        "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
        "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.871289,
      "tool_latency_seconds": 0.450069,
      "final_model_latency_seconds": 22.035066,
      "total_latency_seconds": 24.357081,
      "usage": {
        "prompt_tokens": 25433,
        "completion_tokens": 226,
        "total_tokens": 25659
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1138",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Ján Holp a Artem Yatsenko. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Artem Yatsenko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/jan_holp/README.md",
        "pages/students/2019/artem_yatsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
      ],
      "expected_answer_contains": [
        "Systém získavania informácií v slovenskom jazyku",
        "2021",
        "Rozpoznávanie pomenovaných entít v slovenskom jazyku",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Ján Holp vypracoval diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku“ v roku 2021 a Artem Yatsenko vypracoval bakalársku prácu s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku“ v roku 2022.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp\nhttps://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Ján Holp a Artem Yatsenko. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Artem Yatsenko záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "published_only": true,
            "limit": 5
          },
          "latency_seconds": 0.622628,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
            "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
        "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
      ],
      "first_model_latency_seconds": 1.642367,
      "tool_latency_seconds": 0.622628,
      "final_model_latency_seconds": 21.308319,
      "total_latency_seconds": 23.573927,
      "usage": {
        "prompt_tokens": 24735,
        "completion_tokens": 200,
        "total_tokens": 24935
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1139",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Eduard Matovka a Maksym Zatirka. Pri osobe Eduard Matovka použi záznam typu „bakalárska práca“ a pri osobe Maksym Zatirka záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2021/eduard_matovka/README.md",
        "pages/students/2023/maksym_zatirka/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
      ],
      "expected_answer_contains": [
        "Slovenská konverzačná umelá inteligencia",
        "2024",
        "Grafová databáza pre podporu generovania slovenského jazyka",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Eduard Matovka vypracováva bakalársku prácu s názvom „Slovenská konverzačná umelá inteligencia\" v roku 2024 a Maksym Zatirka vypracováva bakalársku prácu s názvom „Grafová databáza pre podporu generovania slovenského jazyka\" v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka\nhttps://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Eduard Matovka a Maksym Zatirka. Pri osobe Eduard Matovka použi záznam typu „bakalárska práca“ a pri osobe Maksym Zatirka záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.405944,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.898174,
      "tool_latency_seconds": 0.405944,
      "final_model_latency_seconds": 23.085427,
      "total_latency_seconds": 25.390165,
      "usage": {
        "prompt_tokens": 26693,
        "completion_tokens": 219,
        "total_tokens": 26912
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1140",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Maksym Zatirka a Oleksandr Dorybohov. Pri osobe Maksym Zatirka použi záznam typu „bakalárska práca“ a pri osobe Oleksandr Dorybohov záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2023/maksym_zatirka/README.md",
        "pages/students/2023/oleksandr_dorybohov/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
      ],
      "expected_answer_contains": [
        "Grafová databáza pre podporu generovania slovenského jazyka",
        "2026",
        "Automatické odpovede na otázky v právnej oblasti",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Bakalárska práca Maksyma Zatirku má názov „Grafová databáza pre podporu generovania slovenského jazyka“ a je evidovaná v roku 2026, zatiaľ čo bakalárska práca Oleksandra Dorybohova má názov „Automatické odpovede na otázky v právnej oblasti“ a je evidovaná v roku 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka\nhttps://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Maksym Zatirka a Oleksandr Dorybohov. Pri osobe Maksym Zatirka použi záznam typu „bakalárska práca“ a pri osobe Oleksandr Dorybohov záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5
          },
          "latency_seconds": 0.683081,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "first_model_latency_seconds": 1.522084,
      "tool_latency_seconds": 0.683081,
      "final_model_latency_seconds": 25.270717,
      "total_latency_seconds": 27.476547,
      "usage": {
        "prompt_tokens": 29082,
        "completion_tokens": 203,
        "total_tokens": 29285
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1141",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dmytro Ushatenko a Kristián Sopkovič. Pri osobe Dmytro Ushatenko použi záznam typu „bakalárska práca“ a pri osobe Kristián Sopkovič záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2017/dmytro_ushatenko/README.md",
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Jednoduchý chatbot v jazyku Python",
        "2020",
        "Model Spacy pre spracovanie prirodzeného jazyka v slovenčine",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dmytro Ushatenko vypracoval bakalársku prácu s názvom „Jednoduchý chatbot v jazyku Python“ v roku 2020, zatiaľ čo Kristián Sopkovič má v zázname uvádzaný návrh na názov bakalárskej práce „Model Spacy pre spracovanie prirodzeného jazyka v slovenčine“ z roku 2022.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko\nhttps://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dmytro Ushatenko a Kristián Sopkovič. Pri osobe Dmytro Ushatenko použi záznam typu „bakalárska práca“ a pri osobe Kristián Sopkovič záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "published_only": true
          },
          "latency_seconds": 0.361723,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
            "https://zp.kemt.fei.tuke.sk/topics/chatbot",
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
        "https://zp.kemt.fei.tuke.sk/topics/chatbot",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "first_model_latency_seconds": 1.593296,
      "tool_latency_seconds": 0.361723,
      "final_model_latency_seconds": 18.130592,
      "total_latency_seconds": 20.086232,
      "usage": {
        "prompt_tokens": 20385,
        "completion_tokens": 207,
        "total_tokens": 20592
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1142",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Michal Stromko a Oleh Poiasnik. Pri osobe Michal Stromko použi záznam typu „bakalárska práca“ a pri osobe Oleh Poiasnik záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2019/michal_stromko/README.md",
        "pages/students/2022/oleh_poiasnik/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
      ],
      "expected_answer_contains": [
        "Indexovanie slovenského textu pomocou Elasticsearch",
        "2022",
        "Expertný agentový systém na podporu rozhodovania v lekárni",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Michal Stromko vypracoval bakalársku prácu s názvom „Indexovanie slovenského textu pomocou Elasticsearch“ v roku 2022 a Oleh Poiasnik vykonáva diplomovú prácu s názvom „Expertný agentový systém na podporu rozhodovania v lekárni“ v roku 2027.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2019/michal_stromko\nhttps://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Michal Stromko a Oleh Poiasnik. Pri osobe Michal Stromko použi záznam typu „bakalárska práca“ a pri osobe Oleh Poiasnik záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.826121,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic"
      ],
      "first_model_latency_seconds": 1.861433,
      "tool_latency_seconds": 0.826121,
      "final_model_latency_seconds": 25.166117,
      "total_latency_seconds": 27.85437,
      "usage": {
        "prompt_tokens": 29495,
        "completion_tokens": 205,
        "total_tokens": 29700
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1143",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dárius Lindvai a Matej Novotný. Pri osobe Dárius Lindvai použi záznam typu „diplomová práca“ a pri osobe Matej Novotný záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/darius_lindvai/README.md",
        "pages/students/2021/matej_novotny/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"
      ],
      "expected_answer_contains": [
        "Obnovenie interpunkcie pomocou hlbokých neurónových sietí",
        "2021",
        "Klasifikácia webových dát pre lepšie jazykové modelovanie",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dárius Lindvai vypracoval diplomovú prácu s názvom „Obnovenie interpunkcie pomocou hlbokých neurónových sietí\" a je na ZP Wiki uvedená v roku 2021, zatiaľ čo Matej Novotný má evidovanú diplomovú prácu s názvom „Klasifikácia webových dát pre lepšie jazykové modelovanie\" pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dárius Lindvai a Matej Novotný. Pri osobe Dárius Lindvai použi záznam typu „diplomová práca“ a pri osobe Matej Novotný záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "published_only": true,
            "limit": 5,
            "max_per_document": 1
          },
          "latency_seconds": 0.743391,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
      ],
      "first_model_latency_seconds": 1.879309,
      "tool_latency_seconds": 0.743391,
      "final_model_latency_seconds": 24.696169,
      "total_latency_seconds": 27.31955,
      "usage": {
        "prompt_tokens": 28258,
        "completion_tokens": 231,
        "total_tokens": 28489
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1144",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Márk Fehér a Kristián Sopkovič. Pri osobe Márk Fehér použi záznam typu „diplomová práca“ a pri osobe Kristián Sopkovič záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2016/mark_feher/README.md",
        "pages/students/2019/kristian_sopkovic/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
      ],
      "expected_answer_contains": [
        "Klasifikácia textu metódami strojového učenia",
        "2022",
        "Model Spacy pre spracovanie prirodzeného jazyka v slovenčine",
        "2022"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Márk Fehér vypracoval diplomovú prácu s názvom „Klasifikácia textu metódami strojového učenia“ v roku 2022 a Kristián Sopkovič má v roku 2022 uvedenú bakalársku prácu s návrhom názvu „Model Spacy pre spracovanie prirodzeného jazyka v slovenčine“.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/mark_feher\nhttps://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Márk Fehér a Kristián Sopkovič. Pri osobe Márk Fehér použi záznam typu „diplomová práca“ a pri osobe Kristián Sopkovič záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.588034,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
            "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
            "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
            "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic",
        "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher",
        "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik",
        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
        "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
      ],
      "first_model_latency_seconds": 1.916804,
      "tool_latency_seconds": 0.588034,
      "final_model_latency_seconds": 23.264068,
      "total_latency_seconds": 25.76964,
      "usage": {
        "prompt_tokens": 26841,
        "completion_tokens": 218,
        "total_tokens": 27059
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1145",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Dmytro Ushatenko a Matej Ščišľak. Pri osobe Dmytro Ushatenko použi záznam typu „bakalárska práca“ a pri osobe Matej Ščišľak záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2017/dmytro_ushatenko/README.md",
        "pages/students/2021/matej_scislak/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "expected_answer_contains": [
        "Jednoduchý chatbot v jazyku Python",
        "2020",
        "Znalostné grafy pre zlepšenie vyhľadávania právnych informácií",
        "2026"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Dmytro Ushatenko vypracoval bakalársku prácu s názvom „Jednoduchý chatbot v jazyku Python“ v roku 2020 a Matej Ščišľak má naplánovanú diplomovú prácu s názvom „Znalostné grafy pre zlepšenie vyhľadávania právnych informácií“ pre rok 2026.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko\nhttps://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Dmytro Ushatenko a Matej Ščišľak. Pri osobe Dmytro Ushatenko použi záznam typu „bakalárska práca“ a pri osobe Matej Ščišľak záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": true,
            "max_per_document": 1
          },
          "latency_seconds": 0.391566,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
            "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
            "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
        "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka",
        "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural"
      ],
      "first_model_latency_seconds": 1.941042,
      "tool_latency_seconds": 0.391566,
      "final_model_latency_seconds": 20.847671,
      "total_latency_seconds": 23.180856,
      "usage": {
        "prompt_tokens": 23357,
        "completion_tokens": 224,
        "total_tokens": 23581
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
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      "strict_pass": true,
      "error": null
    },
    {
      "id": "q1146",
      "split": "dev",
      "category": "multi_document",
      "difficulty": "hard",
      "question": "Porovnaj záznamy osôb Oleh Poiasnik a Valerii Kutsenko. Pri osobe Oleh Poiasnik použi záznam typu „diplomová práca“ a pri osobe Valerii Kutsenko záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
      "override_applied": false,
      "requested_model": "model120-fast",
      "expected_documents": [
        "pages/students/2022/oleh_poiasnik/README.md",
        "pages/students/2022/valerii_kutsenko/README.md"
      ],
      "expected_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
      ],
      "expected_answer_contains": [
        "Expertný agentový systém na podporu rozhodovania v lekárni",
        "2027",
        "Zlepšenie vyhľadávania pomocou znalostných grafov",
        "2027"
      ],
      "should_answer": true,
      "note": "Nový hard multi-document test vyžadujúci fakty z dvoch samostatných dokumentov.",
      "answer": "Oleh Poiasnik vypracováva diplomovú prácu s názvom „Expertný agentový systém na podporu rozhodovania v lekárni\" a Valerii Kutsenko vypracováva diplomovú prácu s názvom „Zlepšenie vyhľadávania pomocou znalostných grafov\", pričom obe sú na ZP Wiki evidované v roku 2027.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko\nhttps://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Porovnaj záznamy osôb Oleh Poiasnik a Valerii Kutsenko. Pri osobe Oleh Poiasnik použi záznam typu „diplomová práca“ a pri osobe Valerii Kutsenko záznam typu „diplomová práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
            "limit": 5,
            "published_only": false,
            "max_per_document": 1
          },
          "latency_seconds": 0.720502,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
            "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
            "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
            "https://zp.kemt.fei.tuke.sk/topics/faq",
            "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
        "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
        "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
        "https://zp.kemt.fei.tuke.sk/topics/faq",
        "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
      ],
      "first_model_latency_seconds": 1.892551,
      "tool_latency_seconds": 0.720502,
      "final_model_latency_seconds": 24.247666,
      "total_latency_seconds": 26.861386,
      "usage": {
        "prompt_tokens": 28112,
        "completion_tokens": 217,
        "total_tokens": 28329
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true,
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true,
        true
      ],
      "source_match_count": 2,
      "source_required_count": 2,
      "source_url_score": 1.0,
      "should_answer_ok": true,
      "should_answer_score": 1.0,
      "returned_no_answer": false,
      "tool_score": 1.0,
      "overall_score": 1.0,
      "strict_pass": true,
      "error": null
    }
  ]
}