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      "tool_called": true,
      "tool_call_count": 1,
      "tool_calls": [
        {
          "name": "retrieve_zpwiki_context",
          "arguments": {
            "query": "Ján Holp rok začiatku štúdia 2016",
            "limit": 5
          },
          "latency_seconds": 0.035661,
          "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": 1.642486,
      "tool_latency_seconds": 0.035661,
      "final_model_latency_seconds": 1.278389,
      "total_latency_seconds": 2.956764,
      "usage": {
        "prompt_tokens": 3067,
        "completion_tokens": 110,
        "total_tokens": 3177
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "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?",
      "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": "Diplomová práca osobe Ján Holp 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": "Ján Holp diplomová práca"
          },
          "latency_seconds": 0.03313,
          "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": 1.292269,
      "tool_latency_seconds": 0.03313,
      "final_model_latency_seconds": 3.205778,
      "total_latency_seconds": 4.531426,
      "usage": {
        "prompt_tokens": 3031,
        "completion_tokens": 87,
        "total_tokens": 3118
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "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.",
      "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": "Podľa dostupných informácií začal Ján Holp štúdium v roku 2016 a jeho diplomová práca bola vypracovaná 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": "Ján Holp rok začiatku štúdia rok práce",
            "limit": 10
          },
          "latency_seconds": 0.034428,
          "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": 1.530212,
      "tool_latency_seconds": 0.034428,
      "final_model_latency_seconds": 3.479579,
      "total_latency_seconds": 5.044445,
      "usage": {
        "prompt_tokens": 3056,
        "completion_tokens": 123,
        "total_tokens": 3179
      },
      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
      "answer_matches": [
        true,
        true
      ],
      "answer_contains_score": 1.0,
      "source_matches": [
        true
      ],
      "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 záverečnej práce osoby Ján Holp?",
      "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 záverečnej práce Jána Holpa, ale rokom začiatku jeho štúdia. Podľa dostupných informácií vypracovával svoju 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": "Ján Holp záverečná práca rok 2016",
            "limit": 5,
            "published_only": true
          },
          "latency_seconds": 0.041874,
          "source_urls": [
            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
            "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/2023/oleksandr_dorybohov",
            "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
          ]
        }
      ],
      "rag_source_urls": [
        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
        "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/2023/oleksandr_dorybohov",
        "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
      ],
      "first_model_latency_seconds": 1.788465,
      "tool_latency_seconds": 0.041874,
      "final_model_latency_seconds": 1.837584,
      "total_latency_seconds": 3.668296,
      "usage": {
        "prompt_tokens": 7025,
        "completion_tokens": 153,
        "total_tokens": 7178
      },
      "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_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
    }
  ]
}