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dp-zp-agent/experiments/rag/results/rag_dev_full/rag_answers_dev.json

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{
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{
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}
],
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{
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"expected_answer_contains": [
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"should_answer": true,
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"id": "q0022",
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"question": "Ktorý dokument alebo študent súvisí s témou morfologická anotácia a osobou Maroš Harahus?",
"override_applied": false,
"requested_model": "model120-fast",
"expected_documents": [
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"expected_source_urls": [
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"answer": "Študentský dokument o grafových neurónových sieťach, ktorý má v metadátach ako autora dokumentu uvedeného Maroša Harahusa, je bakalárska práca Dmytra Murala s názvom „Grafové neurónové siete pre vyhľadávanie na internete\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural",
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"expected_documents": [
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},
{
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"requested_model": "model120-fast",
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"answer": "V dostupných dokumentoch ZP Wiki sa nepodarilo nájsť rok dokončenia alebo rok vypracovania práce osoby Jakub Maruniak, preto nie je možné tieto roky rozlíšiť. Zdrojové dokumenty explicitne uvádzajú iba rok začiatku štúdia, ktorý je pre Jakuba Maruniaka rok 2016.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
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"tool_calls": [
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"limit": 10,
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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; jeho diplomová práca bola vypracovaná v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
"tool_called": true,
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{
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],
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"note": null,
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{
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"category": "keyword_grounding",
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"question": "Ktorý dokument alebo študent súvisí s témou Spacy a osobou Jakub Maruniak?",
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"expected_documents": [
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"note": null,
"answer": "Študentom súvisiacim s témou Spacy a osobou Jakub Maruniak je sám Jakub Maruniak, ktorý vypracovával diplomovú prácu s návrhom názvu „Anotácia a rozpoznávanie pomenovaných entít v slovenskom jazyku\", kde je ako kľúčová metóda uvedená práca s knižnicou Spacy.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
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"category": "keyword_grounding",
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"question": "Ktorý dokument alebo študent súvisí s témou Prodigy a osobou Jakub Maruniak?",
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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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"requested_model": "model120-fast",
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"note": null,
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{
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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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"note": null,
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"note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
"answer": "Rok 2019 nie je rokom záverečnej práce osoby Artem Yatsenko, ale je uvedený ako rok začiatku jeho štúdia, pričom jeho bakalárska práca bola vypracovaná v roku 2022 s názvom „Rozpoznávanie pomenovaných entít v slovenskom jazyku\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
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"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "Artem Yatsenko záverečná práca rok 2019"
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]
}
],
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{
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{
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"expected_answer_contains": [
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"note": null,
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"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
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"query": "Artem Yatsenko anotácia",
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"expected_documents": [
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"expected_answer_contains": [
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"note": null,
"answer": "Artem Yatsenko mal minimálne anotávať 20 článkov cez webové rozhranie v rámci úloh svojho bakalárskeho projektu v roku 2021.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
"tool_called": true,
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"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "Artem Yatsenko minimálny počet článkov web rozhranie anotovať",
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"source_urls": [
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{
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"override_applied": false,
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}
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},
{
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"category": "fact_title",
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"expected_documents": [
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"expected_answer_contains": [
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"note": null,
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{
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"expected_answer_contains": [
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"note": null,
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"tool_calls": [
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{
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{
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"note": null,
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{
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{
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"note": null,
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"https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
],
"first_model_latency_seconds": 1.635759,
"tool_latency_seconds": 0.057477,
"final_model_latency_seconds": 5.177531,
"total_latency_seconds": 6.870981,
"usage": {
"prompt_tokens": 5798,
"completion_tokens": 101,
"total_tokens": 5899
},
"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": "q0251",
"split": "dev",
"category": "verification",
"difficulty": "medium",
"question": "Je pri osobe Vladimír Ferko uvedený rok začiatku štúdia 2021?",
"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"
],
"should_answer": true,
"note": null,
"answer": "Áno, pri osobe Vladimír Ferko je v ZP Wiki uvedený rok začiatku štúdia 2021.\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": "Vladimír Ferko rok začiatku štúdia 2021"
},
"latency_seconds": 0.051795,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
],
"first_model_latency_seconds": 1.547662,
"tool_latency_seconds": 0.051795,
"final_model_latency_seconds": 5.360963,
"total_latency_seconds": 6.960658,
"usage": {
"prompt_tokens": 5815,
"completion_tokens": 106,
"total_tokens": 5921
},
"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": "q0252",
"split": "dev",
"category": "fact_work_year",
"difficulty": "easy",
"question": "V ktorom roku je pri osobe Vladimír Ferko uvedená 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": [
"2024"
],
"should_answer": true,
"note": null,
"answer": "Vladimír Ferko je pri svojej bakalárskej práci uvedený v roku 2024, pričom rok začiatku jeho štúdia je 2021.\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": "Vladimír Ferko bakalárska práca rok"
},
"latency_seconds": 0.050982,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"
],
"first_model_latency_seconds": 1.436998,
"tool_latency_seconds": 0.050982,
"final_model_latency_seconds": 5.554237,
"total_latency_seconds": 7.042488,
"usage": {
"prompt_tokens": 5738,
"completion_tokens": 110,
"total_tokens": 5848
},
"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": "q0253",
"split": "dev",
"category": "disambiguation_year",
"difficulty": "hard",
"question": "Rozlíš rok začiatku štúdia a rok práce osoby 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": [
"2021",
"2024"
],
"should_answer": true,
"note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
"answer": "Z dostupných dokumentov ZP Wiki vyplýva, že Vladimír Ferko začal študovať v roku 2021, zatiaľ čo rok, v ktorom vypracovával svoju záverečnú prácu, nie je v zdrojoch explicitne uvedený, hoci sa práca nachádza v sekcii 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": "Vladimír Ferko rok začiatku štúdia rok práce",
"limit": 5
},
"latency_seconds": 0.042215,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
],
"first_model_latency_seconds": 1.684249,
"tool_latency_seconds": 0.042215,
"final_model_latency_seconds": 5.583176,
"total_latency_seconds": 7.309865,
"usage": {
"prompt_tokens": 5087,
"completion_tokens": 164,
"total_tokens": 5251
},
"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": "q0254",
"split": "dev",
"category": "adversarial_year",
"difficulty": "hard",
"question": "Je rok 2021 rokom záverečnej práce osoby 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": [
"2021",
"2024"
],
"should_answer": true,
"note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
"answer": "Podľa dostupných informácií z ZP Wiki je rok 2021 rokom začiatku štúdia Vladimíra Ferkka, ktorý v roku 2024 vypracovával bakalársku prácu.\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": "Vladimír Ferko záverečná práca rok 2021"
},
"latency_seconds": 0.044264,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
],
"first_model_latency_seconds": 1.496623,
"tool_latency_seconds": 0.044264,
"final_model_latency_seconds": 5.124279,
"total_latency_seconds": 6.665378,
"usage": {
"prompt_tokens": 4981,
"completion_tokens": 126,
"total_tokens": 5107
},
"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": "q0255",
"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": [
"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",
"hate speech"
],
"should_answer": true,
"note": null,
"answer": "S Vladimírom Ferkom súvisí študent Vladimír Ferko, ktorý vypracováva bakalársku prácu s názvom „Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči\" v rámci projektu Hate Speech.\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": "hate speech Vladimír Ferko dokument študent",
"limit": 10,
"published_only": false
},
"latency_seconds": 0.055762,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/topics/hatespeech",
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/topics/hatespeech",
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu"
],
"first_model_latency_seconds": 1.859151,
"tool_latency_seconds": 0.055762,
"final_model_latency_seconds": 8.41802,
"total_latency_seconds": 10.333298,
"usage": {
"prompt_tokens": 9188,
"completion_tokens": 154,
"total_tokens": 9342
},
"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": "q0256",
"split": "dev",
"category": "keyword_grounding",
"difficulty": "medium",
"question": "Ktorý dokument alebo študent súvisí s témou anotácia a osobou 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",
"anotácia"
],
"should_answer": true,
"note": null,
"answer": "S Vladimírom Ferkom súvisí študentský dokument, v ktorom je uvedený ako študent vypracúvajúci bakalársku prácu s názvom „Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči\".\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": "Vladimír Ferko anotácia dokument študent",
"limit": 10,
"published_only": false,
"max_per_document": 5
},
"latency_seconds": 0.04228,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
],
"first_model_latency_seconds": 2.092424,
"tool_latency_seconds": 0.04228,
"final_model_latency_seconds": 5.458577,
"total_latency_seconds": 7.59348,
"usage": {
"prompt_tokens": 5018,
"completion_tokens": 169,
"total_tokens": 5187
},
"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": "q0257",
"split": "dev",
"category": "keyword_grounding",
"difficulty": "medium",
"question": "Ktorý dokument alebo študent súvisí s témou SlovakBERT a osobou 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",
"SlovakBERT"
],
"should_answer": true,
"note": null,
"answer": "Vladimír Ferko je študent, ktorý vypracováva bakalársku prácu s názvom „Anotácia a vyhodnotenie slovenskej databázy nenávistnej reči\", kde v rámci stavu projektu uvádza natrénovanie prvého modelu SlovakBERT.\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": "SlovakBERT Vladimír Ferko dokument študent",
"limit": 5,
"published_only": false,
"max_per_document": 1
},
"latency_seconds": 0.048397,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
],
"first_model_latency_seconds": 2.047348,
"tool_latency_seconds": 0.048397,
"final_model_latency_seconds": 5.840871,
"total_latency_seconds": 7.936818,
"usage": {
"prompt_tokens": 5787,
"completion_tokens": 170,
"total_tokens": 5957
},
"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": "q0258",
"split": "dev",
"category": "specific_fact",
"difficulty": "medium",
"question": "Aký model Vladimír Ferko natrénoval ako prvý?",
"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": [
"slovakbert"
],
"should_answer": true,
"note": null,
"answer": "Podľa dostupných záznamov Vladimír Ferko ako prvý natrénoval model slovakbert.\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": "Vladimír Ferko prvý natrénovaný model",
"limit": 5,
"published_only": true,
"max_per_document": 3
},
"latency_seconds": 0.07062,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
],
"first_model_latency_seconds": 2.072358,
"tool_latency_seconds": 0.07062,
"final_model_latency_seconds": 5.34919,
"total_latency_seconds": 7.492364,
"usage": {
"prompt_tokens": 5816,
"completion_tokens": 133,
"total_tokens": 5949
},
"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": "q0259",
"split": "dev",
"category": "specific_fact",
"difficulty": "medium",
"question": "Aký benchmark alebo iniciatívu mal Vladimír Ferko naštudovať pre anotáciu nenávistnej reči?",
"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": [
"OffensEval"
],
"should_answer": true,
"note": null,
"answer": "Vladimír Ferko mal naštudovať iniciatívu alebo prístup OffensEval, ktorého má napodobniť v jeho anotačnej schéme pre anotáciu nenávistnej reči.\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": "Vladimír Ferko benchmark iniciatíva anotácia nenávistnej reči",
"limit": 5,
"max_per_document": 10,
"published_only": false
},
"latency_seconds": 0.090901,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
],
"first_model_latency_seconds": 2.229982,
"tool_latency_seconds": 0.090901,
"final_model_latency_seconds": 13.800438,
"total_latency_seconds": 16.121713,
"usage": {
"prompt_tokens": 15903,
"completion_tokens": 164,
"total_tokens": 16067
},
"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": "q0275",
"split": "dev",
"category": "entity_lookup",
"difficulty": "easy",
"question": "Nájdi dokument 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"
],
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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": "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"
],
"expected_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
],
"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": "Valerii Kutsenko štúdium začiatok rok",
"limit": 5,
"published_only": true,
"max_per_document": 1
},
"latency_seconds": 0.060994,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
],
"first_model_latency_seconds": 2.051853,
"tool_latency_seconds": 0.060994,
"final_model_latency_seconds": 5.421576,
"total_latency_seconds": 7.534698,
"usage": {
"prompt_tokens": 5820,
"completion_tokens": 125,
"total_tokens": 5945
},
"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": "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": [
"pages/students/2022/valerii_kutsenko/README.md"
],
"expected_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
],
"expected_answer_contains": [
"2022"
],
"should_answer": true,
"note": null,
"answer": "Áno, pri osobe Valerii Kutsenko je v ZP Wiki 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": "Valerii Kutsenko rok začiatku štúdia",
"limit": 5,
"published_only": true
},
"latency_seconds": 0.052912,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
],
"first_model_latency_seconds": 1.867268,
"tool_latency_seconds": 0.052912,
"final_model_latency_seconds": 5.429134,
"total_latency_seconds": 7.349572,
"usage": {
"prompt_tokens": 5826,
"completion_tokens": 125,
"total_tokens": 5951
},
"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": "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": [
"pages/students/2022/valerii_kutsenko/README.md"
],
"expected_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
],
"expected_answer_contains": [
"2027"
],
"should_answer": true,
"note": null,
"answer": "Pri osobe Valerii Kutsenko je v ZP Wiki uvedená diplomová práca s očakávaným rokom ukončenia 2027, pričom rok začiatku štúdia je 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": "Valerii Kutsenko diplomová práca rok"
},
"latency_seconds": 0.049338,
"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": 1.411598,
"tool_latency_seconds": 0.049338,
"final_model_latency_seconds": 4.732992,
"total_latency_seconds": 6.194119,
"usage": {
"prompt_tokens": 4445,
"completion_tokens": 120,
"total_tokens": 4565
},
"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": "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": "Z dostupných dokumentov ZP Wiki sa nepodarilo spoľahlivo nájsť rok, v ktorom Valerii Kutsenko vypracovával svoju prácu, keďže zdroj uvádza len rok začiatku štúdia 2022 a rok diplomovej práce 2027 bez explicitného uvádzania roku vypracovania.\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": "Valerii Kutsenko rok začiatku štúdia rok práce",
"limit": 5,
"published_only": true
},
"latency_seconds": 0.100181,
"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/2016/darius_lindvai",
"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/students/2017/dmytro_ushatenko",
"https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai",
"https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
"https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
],
"first_model_latency_seconds": 1.885609,
"tool_latency_seconds": 0.100181,
"final_model_latency_seconds": 10.719773,
"total_latency_seconds": 12.705966,
"usage": {
"prompt_tokens": 11343,
"completion_tokens": 173,
"total_tokens": 11516
},
"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": "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": "Valerii Kutsenko má uvedený rok začiatku štúdia 2022, no rok záverečnej práce (diplomovej práce) je v dokumente uvedený ako 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": "Valerii Kutsenko záverečná práca rok",
"published_only": true
},
"latency_seconds": 0.078338,
"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/topics/akopisat",
"https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
]
}
],
"rag_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/topics/akopisat",
"https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
],
"first_model_latency_seconds": 1.657601,
"tool_latency_seconds": 0.078338,
"final_model_latency_seconds": 10.225465,
"total_latency_seconds": 11.961783,
"usage": {
"prompt_tokens": 11304,
"completion_tokens": 128,
"total_tokens": 11432
},
"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": "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"
],
"should_answer": true,
"note": null,
"answer": "Valerii Kutsenko je študent, ktorý vypracováva diplomovú prácu s témou „Zlepšenie vyhľadávania pomocou znalostných grafov\", kde sa konkrétnym cieľom je navrhnutie agenta využívajúceho znalostný graf pri vyhľadávaní.\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": "Valerii Kutsenko znalostný graf",
"limit": 10,
"published_only": false
},
"latency_seconds": 0.046651,
"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": 1.837995,
"tool_latency_seconds": 0.046651,
"final_model_latency_seconds": 5.715554,
"total_latency_seconds": 7.600411,
"usage": {
"prompt_tokens": 5188,
"completion_tokens": 163,
"total_tokens": 5351
},
"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": "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",
"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",
"RAG"
],
"should_answer": true,
"note": null,
"answer": "Valerii Kutsenko súvisí s témou RAG (Retrieval augmented generation) pri svojej bakalárskej práci z roku 2025, ktorej cieľom je vylepšiť proces RAG a slovenský model pre generovanie vektrovej reprezentácie.\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": "Valerii Kutsenko RAG",
"limit": 10
},
"latency_seconds": 0.074757,
"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/2021/martin_sarissky"
]
}
],
"rag_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/2021/martin_sarissky"
],
"first_model_latency_seconds": 1.597869,
"tool_latency_seconds": 0.074757,
"final_model_latency_seconds": 9.033054,
"total_latency_seconds": 10.706004,
"usage": {
"prompt_tokens": 9765,
"completion_tokens": 141,
"total_tokens": 9906
},
"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": "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",
"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",
"GraphRAG"
],
"should_answer": true,
"note": null,
"answer": "Študent Valerii Kutsenko je na stránke ZP Wiki uvedený v súvislosti s témou GraphRAG v rámci svojho diplomového projektu 2026 a plánovanej diplomovej práce 2027, kde sa v zozname úloh a nápadov explicitne spomína prehliadanie stránky graphrag.com a využitie 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": "GraphRAG Valerii Kutsenko dokument študent",
"limit": 5,
"published_only": false,
"max_per_document": 3
},
"latency_seconds": 0.067029,
"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": 2.08776,
"tool_latency_seconds": 0.067029,
"final_model_latency_seconds": 7.578505,
"total_latency_seconds": 9.733533,
"usage": {
"prompt_tokens": 7427,
"completion_tokens": 193,
"total_tokens": 7620
},
"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": "q0316",
"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": [
"pages/students/2022/valerii_kutsenko/README.md"
],
"expected_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
],
"expected_answer_contains": [
"vzdelávanie",
"právo",
"medicína"
],
"should_answer": true,
"note": null,
"answer": "Podľa zadania môže Valerii Kutsenko budovať znalostný graf v oblastiach vzdelávania, práva alebo medicíny.\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": "Valerii Kutsenko zadanie znalostný graf oblasti"
},
"latency_seconds": 0.122711,
"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/2022/oleh_poiasnik",
"https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
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"https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
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"note": null,
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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 Tetiana Mohorian začala štúdium v roku 2022 a jej záverečnou prácou je bakalárska práca, ktorej téma je súvisiaca s rozpoznávaním nenávistnej reči (Hate Speech) a Pythonom.\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": "Tetiana Mohorian rok začiatku štúdia rok práce",
"limit": 10
},
"latency_seconds": 0.13029,
"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/2016/maros_harahus",
"https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
"https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
"https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
"https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
"https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
]
}
],
"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/2016/maros_harahus",
"https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
"https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
"https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar",
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
"https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
"https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
],
"first_model_latency_seconds": 1.676157,
"tool_latency_seconds": 0.13029,
"final_model_latency_seconds": 19.228761,
"total_latency_seconds": 21.035818,
"usage": {
"prompt_tokens": 22062,
"completion_tokens": 147,
"total_tokens": 22209
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true,
false
],
"answer_contains_score": 0.5,
"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": 0.875,
"strict_pass": false,
"error": null
},
{
"id": "q0342",
"split": "dev",
"category": "adversarial_year",
"difficulty": "hard",
"question": "Je rok 2022 rokom záverečnej práce 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": [
"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 Tetiany Mohorian, ale rokom začiatku jej štúdia, pričom podľa dostupných údajov vypracováva bakalársku prácu v roku 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": "Tetiana Mohorian záverečná práca rok 2022"
},
"latency_seconds": 0.065181,
"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/matej_kobylan",
"https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
"https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"
]
}
],
"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/matej_kobylan",
"https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
"https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"
],
"first_model_latency_seconds": 1.538597,
"tool_latency_seconds": 0.065181,
"final_model_latency_seconds": 10.36487,
"total_latency_seconds": 11.969062,
"usage": {
"prompt_tokens": 11066,
"completion_tokens": 130,
"total_tokens": 11196
},
"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": "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": "S Tetianou Mohorian súvisí jej vlastný študentský dokument, v ktorom eviduje bakalársku prácu na tému súvisiacu s Hate Speech (nenávistná reč), pričom táto práca vzniká v spolupráci s Patrikom Pokrivčákom. Patrik Pokrivčák je zároveň študentom s dokumentom o svojej diplomovej práci zameranou na rozpoznávanie nenávistnej reči, kde je Tetiana Mohorian uvedená ako osoba, s ktorou práca súvisí.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "Tetiana Mohorian hate speech dokument študent",
"limit": 10,
"published_only": true
},
"latency_seconds": 0.042886,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
"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/students/2019/patrik_pokrivcak"
],
"first_model_latency_seconds": 1.85917,
"tool_latency_seconds": 0.042886,
"final_model_latency_seconds": 7.998921,
"total_latency_seconds": 9.901264,
"usage": {
"prompt_tokens": 6170,
"completion_tokens": 244,
"total_tokens": 6414
},
"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": "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 témou zameranou na detekciu nenávistnej reči pomocou veľkých jazykových modelov (LLM), pričom jej dokument uvádza aj spoluprácu s Patrikom Pokrivčákom. Patrik Pokrivčák má zase diplomovú prácu na tému rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov a v jeho zázname je Tetiana Mohorian uvedená ako súvisiaca osoba.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "Tetiana Mohorian LLM dokument študent",
"limit": 5
},
"latency_seconds": 0.051044,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
"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/students/2019/patrik_pokrivcak"
],
"first_model_latency_seconds": 1.592444,
"tool_latency_seconds": 0.051044,
"final_model_latency_seconds": 8.113417,
"total_latency_seconds": 9.757137,
"usage": {
"prompt_tokens": 6946,
"completion_tokens": 226,
"total_tokens": 7172
},
"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": "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": "Diplomová práca študenta Patrika Pokrivčáka s témou „Rozpoznávanie nenávistnej reči pomocou veľkých jazykových modelov\" spája tému prompting (uvádzanú ako jeden z cieľov na zlepšenie schopností modelov) a osobu Tetiana Mohorian, ktorá je v dokumente uvedená ako súvisiaca téma.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "Tetiana Mohorian prompting dokument študent téma",
"limit": 5
},
"latency_seconds": 0.048719,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"
],
"first_model_latency_seconds": 1.6047,
"tool_latency_seconds": 0.048719,
"final_model_latency_seconds": 6.026721,
"total_latency_seconds": 7.680319,
"usage": {
"prompt_tokens": 5140,
"completion_tokens": 171,
"total_tokens": 5311
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true,
true
],
"answer_contains_score": 1.0,
"source_matches": [
false
],
"source_url_score": 0.0,
"should_answer_ok": true,
"should_answer_score": 1.0,
"returned_no_answer": false,
"tool_score": 1.0,
"overall_score": 0.75,
"strict_pass": false,
"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 pri adaptácii modelu 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": "Tetiana Mohorian adaptačné techniky návrh témy",
"limit": 5
},
"latency_seconds": 0.106352,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
"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/2019/patrik_pokrivcak",
"https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
"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/2019/patrik_pokrivcak",
"https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
],
"first_model_latency_seconds": 1.637265,
"tool_latency_seconds": 0.106352,
"final_model_latency_seconds": 9.920666,
"total_latency_seconds": 11.664654,
"usage": {
"prompt_tokens": 11494,
"completion_tokens": 108,
"total_tokens": 11602
},
"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": "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": [
"Slovak T5-small"
],
"should_answer": true,
"note": null,
"answer": "Podľa informácií v ZP Wiki dosiahol model Slovak T5-small pri Tetiani Mohorian hodnotu few-shot F1 približne 0,7 v rámci jej bakalárskej práce.\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": "Tetiana Mohorian few-shot F1 0.7 model",
"limit": 5,
"published_only": true
},
"latency_seconds": 0.050256,
"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": 1.917619,
"tool_latency_seconds": 0.050256,
"final_model_latency_seconds": 5.336869,
"total_latency_seconds": 7.304938,
"usage": {
"prompt_tokens": 5246,
"completion_tokens": 140,
"total_tokens": 5386
},
"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": "q0363",
"split": "dev",
"category": "entity_lookup",
"difficulty": "easy",
"question": "Nájdi dokument 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": null,
"answer": "Pre osobu Daniil Huzenko bol v ZP Wiki nájdený dokument týkajúci sa jeho bakalárskej práce, ktorá má predbežný názov „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\" a ktorú vedie 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": "Daniil Huzenko",
"limit": 5
},
"latency_seconds": 0.045836,
"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": 1.510242,
"tool_latency_seconds": 0.045836,
"final_model_latency_seconds": 5.141651,
"total_latency_seconds": 6.697926,
"usage": {
"prompt_tokens": 4393,
"completion_tokens": 150,
"total_tokens": 4543
},
"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": "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": [
"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": "Daniil Huzenko má prihlásenú bakalársku prácu s predbežným názvom „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": {
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"limit": 5,
"published_only": true,
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},
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}
],
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{
"id": "q0365",
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"question": "Kto sa venuje práci s názvom „Testovanie hybridného klaudu s využiťím kombinácie verejného a privátneho riešenia“?",
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],
"expected_answer_contains": [
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"should_answer": true,
"note": null,
"answer": "Práci s názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia“ sa venuje študent Daniil Huzenko v rámci svojej bakalárskej práce.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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"tool_calls": [
{
"name": "retrieve_zpwiki_context",
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},
{
"id": "q0366",
"split": "dev",
"category": "topic_lookup",
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"question": "Nájdi študenta alebo dokument, ktorý rieši tému „Testovanie hybridného klaudu s využiťím kombinácie verejného a privátneho riešenia“.",
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],
"should_answer": true,
"note": null,
"answer": "Tému „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\" rieši študent Daniil Huzenko v rámci svojej bakalárskej práce na rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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"tool_calls": [
{
"name": "retrieve_zpwiki_context",
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"query": "Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia študent dokument",
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"error": null
},
{
"id": "q0367",
"split": "dev",
"category": "paraphrase",
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"question": "Aká téma bakalárskej práce je uvedená pri osobe „Daniil Huzenko“?",
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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 Daniil Huzenko je pri bakalárskej práci uvádzaný 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,
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"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "Daniil Huzenko bakalárska práca téma"
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]
}
],
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"https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
"https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
"https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
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},
{
"id": "q0368",
"split": "dev",
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"question": "V ktorom roku začal študovať Daniil Huzenko?",
"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": "Daniil Huzenko začal študovať v roku 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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"error": null
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{
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"question": "Je pri osobe Daniil Huzenko 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": [
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"should_answer": true,
"note": null,
"answer": "Áno, pri osobe Daniil Huzenko je v dokumente ZP Wiki uvedený rok začiatku štúdia 2022.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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"tool_call_count": 1,
"tool_calls": [
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"arguments": {
"query": "Daniil Huzenko rok začiatu štúdia"
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"latency_seconds": 0.03969,
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}
],
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},
{
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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 Daniil Huzenko je bakalárska práca uvedená v roku 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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}
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},
{
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],
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],
"should_answer": true,
"note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
"answer": "Daniil Huzenko začal štúdium v roku 2022 a v rámci tejto študentskej stránky je evidovaná jeho bakalárska práca s rokom záveru 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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{
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},
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"https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
"https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
"https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
]
}
],
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"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/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
"https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko",
"https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh",
"https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
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},
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},
{
"id": "q0372",
"split": "dev",
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"question": "Je rok 2022 rokom záverečnej práce osoby Daniil Huzenko?",
"override_applied": false,
"requested_model": "model120-fast",
"expected_documents": [
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],
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],
"expected_answer_contains": [
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"2025"
],
"should_answer": true,
"note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
"answer": "Z dostupných informácií vyplýva, že rok 2022 je rokom začiatku štúdia Daniila Huzenka, pričom jeho záverečná práca (bakalárska práca) je evidovaná pre rok 2025.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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"https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
"https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
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}
],
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"https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
"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/valerii_kutsenko"
],
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"note": null,
"answer": "S osobou Daniil Huzenko súvisí študentský dokument, v ktorom je uvedený ako študent vypracovávajúci bakalársku prácu s témou týkajúcou sa Kubernetes, konkrétne cieľom práce je vytvorenie vzdelávacích materiálov o Kubernetes a funkčného prototypu privátneho klastra Kubernetes.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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{
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"answer": "Daniil Huzenko je študent, ktorý vypracováva bakalársku prácu s predbežným názvom „Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia\", kde je jednou z kľúčových úloh zostavenie vlastného klastra z viacerých dosiek Raspberry Pi.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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"answer": "S témou hybridný cloud a osobou Daniil Huzenko súvisí jeho bakalárska práca s predbežným názvom Testovanie hybridného klaudu s využitím kombinácie verejného a privátneho riešenia.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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{
"name": "retrieve_zpwiki_context",
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{
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"answer": "Daniil Huzenko mal konfigurovať alebo resetovať klaster pomocou nástroja Ansible.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
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{
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{
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"note": null,
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"source_urls": [
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"tool_score": 1.0,
"overall_score": 1.0,
"strict_pass": true,
"error": null
},
{
"id": "q0381",
"split": "dev",
"category": "topic_lookup",
"difficulty": "medium",
"question": "Nájdi študenta alebo dokument, ktorý rieši tému „Agent pre manažment záverečných prác“.",
"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",
"Agent pre manažment záverečných prác"
],
"should_answer": true,
"note": null,
"answer": "Študentom, ktorý rieši tému „Agent pre manažment záverečných prác“ v rámci diplomového projektu, je Ján Pták.\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": "študent dokument téma Agent pre manažment záverečných prác",
"limit": 10
},
"latency_seconds": 0.037622,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 1.702551,
"tool_latency_seconds": 0.037622,
"final_model_latency_seconds": 5.199309,
"total_latency_seconds": 6.939692,
"usage": {
"prompt_tokens": 5129,
"completion_tokens": 115,
"total_tokens": 5244
},
"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": "q0382",
"split": "dev",
"category": "paraphrase",
"difficulty": "medium",
"question": "Aká téma diplomového projektu je uvedená pri osobe „Ján Pták“?",
"override_applied": true,
"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"
],
"should_answer": true,
"note": null,
"answer": "Pri osobe Ján Pták je v rámci diplomového projektu uvedená téma 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": "Ján Pták diplomový projekt téma",
"limit": 5,
"published_only": false,
"max_per_document": 1
},
"latency_seconds": 0.039256,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 1.996368,
"tool_latency_seconds": 0.039256,
"final_model_latency_seconds": 4.725902,
"total_latency_seconds": 6.761706,
"usage": {
"prompt_tokens": 5073,
"completion_tokens": 129,
"total_tokens": 5202
},
"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": "q0383",
"split": "dev",
"category": "fact_start_year",
"difficulty": "easy",
"question": "V ktorom roku začal študovať 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"
],
"should_answer": true,
"note": null,
"answer": "Ján Pták začal študovať v roku 2022.\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": "Ján Pták rok začiatku štúdia",
"limit": 5,
"published_only": true,
"max_per_document": 2
},
"latency_seconds": 0.036248,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 2.020985,
"tool_latency_seconds": 0.036248,
"final_model_latency_seconds": 4.57188,
"total_latency_seconds": 6.629323,
"usage": {
"prompt_tokens": 5066,
"completion_tokens": 121,
"total_tokens": 5187
},
"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": "q0384",
"split": "dev",
"category": "verification",
"difficulty": "medium",
"question": "Je pri osobe Ján Pták uvedený rok začiatku štúdia 2022?",
"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"
],
"should_answer": true,
"note": null,
"answer": "Áno, pri osobe Ján Pták je v dokumente ZP Wiki uvedený rok začiatku štúdia 2022.\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": "Ján Pták rok začiatku štúdia 2022"
},
"latency_seconds": 0.038218,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 1.540458,
"tool_latency_seconds": 0.038218,
"final_model_latency_seconds": 4.800541,
"total_latency_seconds": 6.379399,
"usage": {
"prompt_tokens": 5055,
"completion_tokens": 103,
"total_tokens": 5158
},
"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": "q0385",
"split": "dev",
"category": "fact_work_year",
"difficulty": "easy",
"question": "V ktorom roku je pri osobe Ján Pták uvedená 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": [
"2026"
],
"should_answer": true,
"note": null,
"answer": "Pri osobe Ján Pták je v rámci sekcie „Diplomový projekt 2026\" uvedený rok začiatku štúdia 2022, pričom názov sekcie naznačuje rok 2026 ako cieľový rok projektu, no konkrétny rok ukončenia alebo záverečného roku diplomového projektu nie je v dostupných údajoch explicitne uvedený.\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": "Ján Pták diplomový projekt rok"
},
"latency_seconds": 0.055339,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 1.394559,
"tool_latency_seconds": 0.055339,
"final_model_latency_seconds": 5.73609,
"total_latency_seconds": 7.186269,
"usage": {
"prompt_tokens": 5029,
"completion_tokens": 156,
"total_tokens": 5185
},
"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": "q0386",
"split": "dev",
"category": "disambiguation_year",
"difficulty": "hard",
"question": "Rozlíš rok začiatku štúdia a rok 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": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
"answer": "Z dostupných dokumentov ZP Wiki je pri osobe Ján Pták uvedený rok začiatku štúdia 2022, no rok, v ktorom vykonáva svoju prácu (diplomový projekt 2026), je uvedený v názve sekcie, zatiaľ čo konkrétny rok ukončenia alebo presný rok realizácie práce nie je v zdrojoch explicitne definovaný ako odlišný údaj od roku začiatku štúdia.\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": "Ján Pták rok začiatku štúdia rok práce",
"limit": 10
},
"latency_seconds": 0.037973,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 1.640229,
"tool_latency_seconds": 0.037973,
"final_model_latency_seconds": 6.084044,
"total_latency_seconds": 7.762456,
"usage": {
"prompt_tokens": 5057,
"completion_tokens": 187,
"total_tokens": 5244
},
"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": "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": "Niekedy je rok 2022 uvedený ako rok začiatku štúdia pre Jána Ptáka, ktorý realizuje diplomový projekt, ale v dostupných dokumentoch nie je explicitne uvedený rok ukončenia alebo odovzdania záverečnej práce, takže nie je možné potvrdiť, že by to bol rok záverečnej práce.\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": "Ján Pták záverečná práca rok",
"limit": 5
},
"latency_seconds": 0.067223,
"source_urls": [
"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/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/topics/akopisat",
"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/2016/jan_holp",
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
"https://zp.kemt.fei.tuke.sk/topics/akopisat",
"https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko"
],
"first_model_latency_seconds": 1.577801,
"tool_latency_seconds": 0.067223,
"final_model_latency_seconds": 9.792058,
"total_latency_seconds": 11.437437,
"usage": {
"prompt_tokens": 10260,
"completion_tokens": 159,
"total_tokens": 10419
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true,
false
],
"answer_contains_score": 0.5,
"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": 0.875,
"strict_pass": false,
"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": "S osobou Ján Pták a témou RAG (Retrieval Augmented Generation) súvisí jeho diplomový projekt z roku 2026 s názvom „Agent pre manažment záverečných prác\", kde je jednou z kľúčových úloh zistiť, čo je to RAG a vytvoriť príslušného agenta.\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": "RAG Ján Pták dokument študent",
"limit": 5,
"published_only": false,
"max_per_document": 1
},
"latency_seconds": 0.038248,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 2.020479,
"tool_latency_seconds": 0.038248,
"final_model_latency_seconds": 5.656049,
"total_latency_seconds": 7.714993,
"usage": {
"prompt_tokens": 5044,
"completion_tokens": 181,
"total_tokens": 5225
},
"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": "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": "So študentom Ján Pták a témou OpenWebUI súvisí jeho diplomový projekt z roku 2026 s názvom „Agent pre manažment záverečných prác\", pri ktorom je OpenWebUI uvedené ako požadované rozhranie.\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": "OpenWebUI Ján Pták dokument študent",
"limit": 5,
"published_only": true
},
"latency_seconds": 0.04192,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 1.841946,
"tool_latency_seconds": 0.04192,
"final_model_latency_seconds": 5.222524,
"total_latency_seconds": 7.106669,
"usage": {
"prompt_tokens": 5035,
"completion_tokens": 149,
"total_tokens": 5184
},
"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": "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": "S osobou Ján Pták a témou Docker súvisí diplomový projekt s názvom „Agent pre manažment záverečných prác\", kde je medzi cieľmi pre semester navrhnutie deploymentu pomocou Docker.\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": "Docker Ján Pták dokument študent",
"limit": 10
},
"latency_seconds": 0.04693,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
],
"first_model_latency_seconds": 1.605057,
"tool_latency_seconds": 0.04693,
"final_model_latency_seconds": 5.188175,
"total_latency_seconds": 6.840355,
"usage": {
"prompt_tokens": 5017,
"completion_tokens": 126,
"total_tokens": 5143
},
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},
{
"id": "q0391",
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"expected_documents": [
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],
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"should_answer": true,
"note": null,
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{
"name": "retrieve_zpwiki_context",
"arguments": {
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},
{
"id": "q0392",
"split": "dev",
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"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": [
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],
"expected_answer_contains": [
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"should_answer": true,
"note": null,
"answer": "Ján Pták má implementovať synchronizáciu pomocou WebHOOK, čo je súčasťou úloh pre jeho diplomový projekt zameraný na vytvorenie agenta pre manažment záverečných prác.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
"tool_called": true,
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"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "Ján Pták synchronizácia implementácia",
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"error": null
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{
"id": "q0393",
"split": "dev",
"category": "specific_fact",
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"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"
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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_call_count": 1,
"tool_calls": [
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{
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"expected_source_urls": [
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"should_answer": true,
"note": null,
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{
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"arguments": {
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"source_urls": [
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"expected_documents": [
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"note": null,
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"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
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},
{
"id": "q0425",
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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,
"answer": "Práci s názvom „Inteligentný agent pre podporu práce špeciálneho pedagóga\" sa venuje Rostyslav Rodzhuk v rámci svojej bakalárskej práce.\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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},
{
"id": "q0426",
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"requested_model": "model120-fast",
"expected_documents": [
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"tool_calls": [
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},
{
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"expected_documents": [
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"expected_answer_contains": [
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"note": null,
"answer": "Téma bakalárskej práce uvedená pri osobe Rostyslav Rodzhuk je „Inteligentný agent pre podporu práce špeciálneho pedagóga“.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
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},
{
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"question": "V ktorom roku začal študovať Rostyslav Rodzhuk?",
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"requested_model": "model120-fast",
"expected_documents": [
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"note": null,
"answer": "Rostyslav Rodzhuk začal študovať v roku 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
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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": null,
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"tool_call_count": 1,
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{
"name": "retrieve_zpwiki_context",
"arguments": {
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{
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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": null,
"answer": "Pri osobe Rostyslav Rodzhuk je bakalárska práca uvedená v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
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{
"name": "retrieve_zpwiki_context",
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"source_urls": [
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},
{
"id": "q0431",
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"expected_documents": [
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"expected_source_urls": [
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"expected_answer_contains": [
"2023",
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],
"should_answer": true,
"note": "Kontrola proti zámene roku začiatku štúdia s rokom záverečnej práce alebo projektu.",
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"tool_calls": [
{
"name": "retrieve_zpwiki_context",
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"error": null
},
{
"id": "q0432",
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"question": "Je rok 2023 rokom záverečnej práce osoby Rostyslav Rodzhuk?",
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"expected_answer_contains": [
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],
"should_answer": true,
"note": "Model má vysvetliť, že prvý rok je rok začiatku štúdia, ak to zdroj tak uvádza.",
"answer": "Rostyslav Rodzhuk začal študovať v roku 2023, ale jeho záverečná práca (bakalárska práca) je evidovaná pre rok 2026, nie pre rok 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
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"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
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},
{
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"question": "Ktorý dokument alebo študent súvisí s témou agent a osobou Rostyslav Rodzhuk?",
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{
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"expected_answer_contains": [
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"note": null,
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"tool_called": true,
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"tool_calls": [
{
"name": "retrieve_zpwiki_context",
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}
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{
"id": "q0435",
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"expected_documents": [
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"expected_answer_contains": [
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"note": null,
"answer": "Rostyslav Rodzhuk je študentom, ktorý vypracováva bakalársku prácu s témou „Inteligentný agent pre podporu práce špeciálneho pedagóga\", kde je súčasťou zadania aj vypracovanie prehľadu agentových systémov na báze veľkého jazykového modelu. Okrem toho má v dokumente uvedený aj vedecký projekt s názvom „Veľký jazykový model ako inteligentný agent\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
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{
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"note": null,
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"total_tokens": 24586
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true,
true
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"answer_contains_score": 1.0,
"source_matches": [
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"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 osoby Yevhenii Medushivskyi, ale je rokom začiatku jej štúdia, pričom predmetom zápisu je bakalárska práca s plánovaným rokom ukončenia 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": "Yevhenii Medushivskyi záverečná práca rok",
"limit": 5,
"published_only": true
},
"latency_seconds": 0.080376,
"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/2022/andrii_pervashov",
"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/yevhenii_leonov",
"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/2018/ondrej_megela"
],
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"total_latency_seconds": 15.688996,
"usage": {
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},
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"answer_matches": [
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true
],
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"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": "Osoba Yevhenii Medushivskyi súvisí s bakalárskou prácou z roku 2026 s témou „Získavanie textu z webových stránok\", ktorá 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": "Yevhenii Medushivskyi crawler dokument študent téma",
"limit": 5,
"published_only": false,
"max_per_document": 3
},
"latency_seconds": 0.048107,
"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"
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"usage": {
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},
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"answer_matches": [
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"should_answer_ok": true,
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"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": "S osobou Yevhenii Medushivskyi súvisí dokument o študentovi s názvom „Yevhenii Medushivskyi\", ktorý eviduje jeho bakalársku prácu (štartujúcu v roku 2023) s témou zameranou na získavanie textu z webových stránok a tvorbou webových korpusov.\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": "Yevhenii Medushivskyi webový korpus dokument študent",
"limit": 5,
"published_only": false,
"max_per_document": 1
},
"latency_seconds": 0.042728,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
]
}
],
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"usage": {
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"completion_tokens": 199,
"total_tokens": 6151
},
"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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"should_answer_ok": true,
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"tool_score": 1.0,
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"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 s témou „Získavanie textu z webových stránok\", pri ktorej je v rámci úloh na stretnutí 13.3.2026 explicitne uvedená požiadavka na zlepšenie deduplikácie.\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": "Yevhenii Medushivskyi deduplikácia dokument študent",
"limit": 5,
"published_only": false,
"max_per_document": 1
},
"latency_seconds": 0.060314,
"source_urls": [
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}
],
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"usage": {
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"answer_matches": [
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"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": [
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],
"expected_source_urls": [
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],
"expected_answer_contains": [
"450MB"
],
"should_answer": true,
"note": null,
"answer": "Yevhenii Medushivskyi mal k marcu 2026 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": "Yevhenii Medushivskyi marec 2026 text zozbieraný",
"limit": 10,
"published_only": true
},
"latency_seconds": 0.132048,
"source_urls": [
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"https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
"https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
"https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
"https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
"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/2021/matej_scislak",
"https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias",
"https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
]
}
],
"rag_source_urls": [
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"https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
"https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
"https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk",
"https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
"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/2021/matej_scislak",
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},
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"error": null
},
{
"id": "q0451",
"split": "dev",
"category": "specific_fact",
"difficulty": "medium",
"question": "Aký nástroj je uvedený ako príklad pre boilerplate removal pri práci Yevheniiho Medushivskyiho?",
"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": "Nástrojom uvedeným ako príklad pre odstraňovanie boilerplate (boilereplate removal) pri práci Yevheniiho Medushivskyiho je 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": "Yevhenii Medushivskyi boilerplate removal nástroj príklad",
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},
"latency_seconds": 0.086062,
"source_urls": [
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"https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
"https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets",
"https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
"https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"
]
}
],
"rag_source_urls": [
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"https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
"https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets",
"https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
"https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"
],
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"usage": {
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},
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"strict_pass": true,
"error": null
},
{
"id": "q0480",
"split": "dev",
"category": "entity_lookup",
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"question": "Nájdi dokument o osobe Simona Bobrovčanová.",
"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": "Simona Bobrovčanová",
"limit": 5,
"published_only": false,
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},
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}
],
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"error": null
},
{
"id": "q0481",
"split": "dev",
"category": "fact_title",
"difficulty": "easy",
"question": "Aký je názov bakalárska práca osoby Simona Bobrovčanová?",
"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": "Podľa dostupných informácií je téma bakalárskej práce Simony Bobrovčanovej „Automatická sumarizácia 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": "Simona Bobrovčanová bakalárska práca názov"
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"source_urls": [
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"https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
"https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
"https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
]
}
],
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"https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
"https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
"https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
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"usage": {
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},
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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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{
"id": "q0483",
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"requested_model": "model120-fast",
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{
"id": "q0484",
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"expected_documents": [
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"expected_answer_contains": [
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"should_answer": true,
"note": null,
"answer": "Téma bakalárskej práce Simony Bobrovčanovej je Automatická sumarizácia 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": {
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{
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"requested_model": "model120-fast",
"expected_documents": [
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"should_answer": true,
"note": null,
"answer": "Simona Bobrovčanová začala študovať v roku 2023.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
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"note": null,
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"answer": "Simona Bobrovčanová začala študovať v roku 2023 a vypracováva bakalársku prácu, ktorá je evidovaná pre rok 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova",
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"arguments": {
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},
{
"id": "q0489",
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"expected_documents": [
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"should_answer": true,
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"tool_called": true,
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"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": [
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],
"expected_source_urls": [
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],
"expected_answer_contains": [
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"should_answer": true,
"note": null,
"answer": "Simona Bobrovčanová je študentkou, ktorá má pridelenú bakalársku prácu s témou Automatická sumarizácia slovenského textu v rámci projektu Legal Data Processing.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova\nZdroj: https://zp.kemt.fei.tuke.sk/topics/legal",
"tool_called": true,
"tool_call_count": 1,
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"name": "retrieve_zpwiki_context",
"arguments": {
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"limit": 10
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}
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"completion_tokens": 140,
"total_tokens": 5277
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
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
},
{
"id": "q0500",
"split": "dev",
"category": "fact_start_year",
"difficulty": "easy",
"question": "V ktorom roku začal študovať 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"
],
"should_answer": true,
"note": null,
"answer": "Samuel Džurina začal študovať v roku 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": "Samuel Džurina rok začiatku štúdia",
"limit": 5
},
"latency_seconds": 0.046284,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
]
}
],
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"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
],
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"total_latency_seconds": 6.357323,
"usage": {
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},
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"answer_matches": [
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"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": [
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],
"expected_answer_contains": [
"2023"
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"should_answer": true,
"note": null,
"answer": "Áno, pri osobe Samuel Džurina je v ZP Wiki 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": "Samuel Džurina rok začiatku štúdia 2023",
"limit": 5,
"published_only": false,
"max_per_document": 5
},
"latency_seconds": 0.04566,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
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}
],
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"usage": {
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"completion_tokens": 144,
"total_tokens": 5295
},
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"error": null
},
{
"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"
],
"expected_source_urls": [
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],
"expected_answer_contains": [
"2026"
],
"should_answer": true,
"note": null,
"answer": "Pri osobe Samuel Džurina je bakalárska práca uvedená 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": {
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"limit": 5,
"published_only": false,
"max_per_document": 1
},
"latency_seconds": 0.043895,
"source_urls": [
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}
],
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"total_latency_seconds": 6.917211,
"usage": {
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},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
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"should_answer_ok": true,
"should_answer_score": 1.0,
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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": [
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],
"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": "Samuel Džurina začal študovať v roku 2023 a vypracováva bakalársku prácu s témou „Dialógový systém pre podporu firemných procesov\", ktorá je plánovaná na odovzdanie v roku 2026.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina",
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"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "Samuel Džurina rok začiatku štúdia rok práce",
"limit": 10
},
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"https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
"https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
"https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
"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/2021/vladimir_ferko",
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]
}
],
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"https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil",
"https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
"https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
"https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik",
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"error": null
},
{
"id": "q0504",
"split": "dev",
"category": "adversarial_year",
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"question": "Je rok 2023 rokom záverečnej práce osoby Samuel Džurina?",
"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": [
"2023",
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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 2023 nie je rokom záverečnej práce osoby Samuel Džurina, ale rokom začiatku jeho štúdia, pričom 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": {
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"https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
"https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
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]
}
],
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"https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko",
"https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
],
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"usage": {
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},
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"error": null
},
{
"id": "q0505",
"split": "dev",
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"question": "Ktorý dokument alebo študent súvisí s témou agent 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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"note": null,
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"tool_called": true,
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{
"name": "retrieve_zpwiki_context",
"arguments": {
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}
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},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
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"error": null
},
{
"id": "q0506",
"split": "dev",
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"question": "Ktorý dokument alebo študent súvisí s témou zásielková spoločnosť 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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"note": null,
"answer": "S osobou Samuel Džurina súvisí jeho bakalárska práca s názvom „Dialógový systém pre podporu firemných procesov\", ktorej cieľom je vytvoriť 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": "Samuel Džurina zásielková spoločnosť dokument študent",
"limit": 5
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"latency_seconds": 0.0464,
"source_urls": [
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}
],
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},
{
"id": "q0507",
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"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": "So Samuelom Džurinou súvisí bakalárska práca s témou „Dialógový systém pre podporu firemných procesov\", ktorú vypracováva 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": "Samuel Džurina dialógový systém",
"limit": 10
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"source_urls": [
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}
],
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"usage": {
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"total_tokens": 5201
},
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"answer_matches": [
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"strict_pass": true,
"error": null
},
{
"id": "q0508",
"split": "dev",
"category": "specific_fact",
"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": [
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],
"expected_answer_contains": [
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],
"should_answer": true,
"note": null,
"answer": "Agent, ktorý vypracováva Samuel Džurina, má podporovať činnosť zásielkovej spoločnosti, pričom v dokumente sa ako príklad modelového procesu spomína dovoz zeleniny z Veľkej Británie.\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": "Samuela Džurina agent firma typ firmy podporovať"
},
"latency_seconds": 0.093578,
"source_urls": [
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"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/2023/rostyslav_rodzhuk",
"https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"
]
}
],
"rag_source_urls": [
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"https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov",
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"expected_documents": [
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"expected_answer_contains": [
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"note": null,
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{
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"expected_answer_contains": [
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"should_answer": true,
"note": null,
"answer": "Projekt Dialógový systém, ktorý sa zameriava na komunikáciu občana s mestom, vyžaduje zostavenie bazy pravidiel pre framework RASA.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/chatbot",
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"https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
]
}
],
"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/2023/samuel_dzurina"
],
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"tool_latency_seconds": 0.096685,
"final_model_latency_seconds": 10.372718,
"total_latency_seconds": 12.10417,
"usage": {
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"completion_tokens": 108,
"total_tokens": 12155
},
"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": "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": "Na zodpovedanie tejto otázky potrebujem viac kontextu. Vaša otázka sa týka konkrétneho projektu, chatbotu alebo témy v ZP Wiki?\n\nAby som mohol vyhľadať informácie o systéme, s ktorým sa má chatbot integrovať, prosím, uveďte:\n* **Názov projektu, diplomovej práce alebo témy**, o ktorú máte záujem.\n* Prípadne **meno autora** alebo **rok**, ak sú známe.\n\nBez týchto údajov neviem, ktorú konkrétnu prácu v ZP Wiki mám prehľadávať.",
"tool_called": false,
"tool_call_count": 0,
"tool_calls": [],
"rag_source_urls": [],
"first_model_latency_seconds": 3.105081,
"tool_latency_seconds": 0.0,
"final_model_latency_seconds": 0.0,
"total_latency_seconds": 3.105094,
"usage": {
"prompt_tokens": 1008,
"completion_tokens": 145,
"total_tokens": 1153
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
false
],
"answer_contains_score": 0.0,
"source_matches": [
false
],
"source_url_score": 0.0,
"should_answer_ok": true,
"should_answer_score": 1.0,
"returned_no_answer": false,
"tool_score": 0.0,
"overall_score": 0.25,
"strict_pass": false,
"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": "Zdrojové dokumenty explicitne neuvádzajú aktuálnych riešiteľov projektu „Dialógový systém\" v zmysle aktuálneho stavu, ale v sekcii riešiteľov projektu je uvedený Matej Ščišľak a Martin Šarišský. Matej Ščišľak má ako tému bakalárskej práce „Dialógový systém pre potreby samosprávy\" a spolupracuje s Martinom Šarišským, ktorý však v roku 2026 vypracováva diplomovú prácu s inou témou z oblasti agentových systémov a veľkých jazykových modelov.\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": "projekt Dialógový systém aktuálni riešitelia",
"limit": 5
},
"latency_seconds": 0.099657,
"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/2019/samuel_horani",
"https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
]
}
],
"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/2019/samuel_horani",
"https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
"https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
],
"first_model_latency_seconds": 1.63421,
"tool_latency_seconds": 0.099657,
"final_model_latency_seconds": 10.931105,
"total_latency_seconds": 12.665394,
"usage": {
"prompt_tokens": 10406,
"completion_tokens": 214,
"total_tokens": 10620
},
"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": "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": "Informačná stránka projektu „Question Answering\" sa nachádza na adrese https://zp.kemt.fei.tuke.sk/topics/question, kde sú uvedené odkazy na projektový repozitár a manuály, pričom ide o interný projekt súvisiaci aj s diplomovou prácou Tomáša Kuchárika o tvorbe korpusu 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": "Question Answering projekt informačná stránka",
"limit": 5,
"published_only": true,
"max_per_document": 1
},
"latency_seconds": 0.088339,
"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/2018/oleh_bilykh"
]
}
],
"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/2018/oleh_bilykh"
],
"first_model_latency_seconds": 2.002119,
"tool_latency_seconds": 0.088339,
"final_model_latency_seconds": 11.792822,
"total_latency_seconds": 13.883681,
"usage": {
"prompt_tokens": 12728,
"completion_tokens": 176,
"total_tokens": 12904
},
"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": "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": "V ZP Wiki sa téme „Question Answering“ priamo venuje interný projekt s názvom Question Answering, ktorý je uvedený v dokumente o študentovi Oleh Bilykh.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "dokument téma Question Answering",
"limit": 5
},
"latency_seconds": 0.048373,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"
],
"first_model_latency_seconds": 1.561084,
"tool_latency_seconds": 0.048373,
"final_model_latency_seconds": 4.999164,
"total_latency_seconds": 6.608819,
"usage": {
"prompt_tokens": 4821,
"completion_tokens": 117,
"total_tokens": 4938
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true
],
"answer_contains_score": 1.0,
"source_matches": [
false
],
"source_url_score": 0.0,
"should_answer_ok": true,
"should_answer_score": 1.0,
"returned_no_answer": false,
"tool_score": 1.0,
"overall_score": 0.75,
"strict_pass": false,
"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 adresa (source_url) 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": "Question Answering source_url",
"limit": 5,
"published_only": false,
"max_per_document": 1
},
"latency_seconds": 0.084215,
"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/2021/manohar_gowdru_shridharu",
"https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/timovy_projekt",
"https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu"
]
}
],
"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/2021/manohar_gowdru_shridharu",
"https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/timovy_projekt",
"https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu"
],
"first_model_latency_seconds": 1.959762,
"tool_latency_seconds": 0.084215,
"final_model_latency_seconds": 9.780648,
"total_latency_seconds": 11.825181,
"usage": {
"prompt_tokens": 11255,
"completion_tokens": 120,
"total_tokens": 11375
},
"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": "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 si vytvára korpus otázok a odpovedí v slovenskom jazyku, ktorý je označovaný ako SK Quad (Slovak Question Answering Dataset).\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik\nhttps://zp.kemt.fei.tuke.sk/topics/bert",
"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "projekt Question Answering dataset slovenčina",
"published_only": true
},
"latency_seconds": 0.058035,
"source_urls": [
"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/bert"
]
}
],
"rag_source_urls": [
"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/bert"
],
"first_model_latency_seconds": 1.583828,
"tool_latency_seconds": 0.058035,
"final_model_latency_seconds": 8.348087,
"total_latency_seconds": 9.990317,
"usage": {
"prompt_tokens": 8965,
"completion_tokens": 132,
"total_tokens": 9097
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
false
],
"answer_contains_score": 0.0,
"source_matches": [
false
],
"source_url_score": 0.0,
"should_answer_ok": true,
"should_answer_score": 1.0,
"returned_no_answer": false,
"tool_score": 1.0,
"overall_score": 0.5,
"strict_pass": false,
"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": "V dostupných dokumentoch ZP Wiki sa túto informáciu nepodarilo spoľahlivo nájsť. Hoci sa v záznamoch objavuje spomenutie projektu „Otázky a odpovede\" a zadanie vytvoriť anotačný nástroj, konkrétne meno anotačného nástroja používaného pri projekte Question Answering nie je explicitne uvedené.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik\nhttps://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "projekt Question Answering anotačný nástroj"
},
"latency_seconds": 0.066951,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
"https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
"https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
],
"first_model_latency_seconds": 1.402179,
"tool_latency_seconds": 0.066951,
"final_model_latency_seconds": 7.546639,
"total_latency_seconds": 9.016028,
"usage": {
"prompt_tokens": 6932,
"completion_tokens": 175,
"total_tokens": 7107
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
false
],
"answer_contains_score": 0.0,
"source_matches": [
false
],
"source_url_score": 0.0,
"should_answer_ok": false,
"should_answer_score": 0.0,
"returned_no_answer": true,
"tool_score": 1.0,
"overall_score": 0.25,
"strict_pass": false,
"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 databázy má byť vo 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": "formát finálneho exportu QA databázy",
"limit": 5
},
"latency_seconds": 0.099073,
"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/2019/michal_stromko",
"https://zp.kemt.fei.tuke.sk/students/2020/pavol_hudak",
"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/students/2022/valerii_kutsenko",
"https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
"https://zp.kemt.fei.tuke.sk/students/2020/pavol_hudak",
"https://zp.kemt.fei.tuke.sk/topics/question"
],
"first_model_latency_seconds": 1.613172,
"tool_latency_seconds": 0.099073,
"final_model_latency_seconds": 10.553449,
"total_latency_seconds": 12.266108,
"usage": {
"prompt_tokens": 12726,
"completion_tokens": 84,
"total_tokens": 12810
},
"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": "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,
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],
"expected_answer_contains": [
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],
"should_answer": true,
"note": null,
"answer": "Stránka „Anotácia textových dát\" má pridelený zdrojový odkaz https://zp.kemt.fei.tuke.sk/topics/prodigy.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/prodigy",
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"expected_answer_contains": [
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],
"expected_answer_contains": [
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"id": "q0661",
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],
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"note": null,
"answer": "Stránke „Slovenské jazykové zdroje\" patrí zdrojová adresa (source_url) https://zp.kemt.fei.tuke.sk/topics/resources.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/resources",
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{
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"note": null,
"answer": "Stránke „Anotácia otázok a odpovedí\" patrí source_url https://zp.kemt.fei.tuke.sk/topics/question/navod.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/question/navod",
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"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": [
"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": "Priamym dokumentom, ktorý sa venuje téme „Anotácia pomenovaných entít\", je návod s rovnakým názvom umiestnený v sekcií tém, ktorý slúži ako pomôcka pre vedecký výskum a učenie strojov rozpoznávať vlastné podstatné mená.\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": "dokument téma Anotácia pomenovaných entít"
},
"latency_seconds": 0.069474,
"source_urls": [
"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"
]
}
],
"rag_source_urls": [
"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"
],
"first_model_latency_seconds": 1.477222,
"tool_latency_seconds": 0.069474,
"final_model_latency_seconds": 10.776868,
"total_latency_seconds": 12.323958,
"usage": {
"prompt_tokens": 11597,
"completion_tokens": 135,
"total_tokens": 11732
},
"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": "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": "Anotácia pomenovaných entít source_url",
"limit": 5
},
"latency_seconds": 0.077208,
"source_urls": [
"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/2022/serhii_yemets",
"https://zp.kemt.fei.tuke.sk/topics/named-entity",
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
]
}
],
"rag_source_urls": [
"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/2022/serhii_yemets",
"https://zp.kemt.fei.tuke.sk/topics/named-entity",
"https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
],
"first_model_latency_seconds": 1.599924,
"tool_latency_seconds": 0.077208,
"final_model_latency_seconds": 9.40148,
"total_latency_seconds": 11.078998,
"usage": {
"prompt_tokens": 10634,
"completion_tokens": 108,
"total_tokens": 10742
},
"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": "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": "V dostupných dokumentoch ZP Wiki sa našiel jeden dokument, ktorý rieši tému RAG a GraphRAG, a to diplomový projekt Jána Malinovského s názvom „Grafové vyhľadávanie pre podporu vzdelávania\", kde si študent plánuje zistiť, čo je to Retrieval Augmented Generation a naučiť sa GraphRAG.\n\nZdroje:\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": "RAG GraphRAG dokumenty",
"limit": 10,
"max_per_document": 1,
"published_only": true
},
"latency_seconds": 0.042633,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
],
"first_model_latency_seconds": 2.003542,
"tool_latency_seconds": 0.042633,
"final_model_latency_seconds": 5.953011,
"total_latency_seconds": 7.999383,
"usage": {
"prompt_tokens": 5193,
"completion_tokens": 187,
"total_tokens": 5380
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true,
true
],
"answer_contains_score": 1.0,
"source_matches": [
false,
true,
false,
false
],
"source_url_score": 0.25,
"should_answer_ok": true,
"should_answer_score": 1.0,
"returned_no_answer": false,
"tool_score": 1.0,
"overall_score": 0.8125,
"strict_pass": false,
"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 ZP Wiki boli identifikované študentské dokumenty, ktoré spájajú znalostné grafy s technológiami RAG a inteligentnými agentmi, konkrétne diplomové práce a projekty od študentov Ján Malinovský, Valerii Kutsenko, Oleh Poiasnik, Matej Ščišľak, Ján Pták a Rostyslav Rodzhuk. Tieto práce sa zaoberajú témami ako využitie znalostných grafov na zlepšenie vyhľadávania v oblasti vzdelávania, práva a medicíny, budovanie agentov s vnútornou reprezentáciou vo forme grafu a implementácia systémov ako GraphRAG alebo LightRAG na podporu rozhodovania a generovania odpovedí.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky\nhttps://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko\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_ptak\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": "znalostné grafy RAG inteligentní agenti",
"limit": 10,
"max_per_document": 3
},
"latency_seconds": 0.120026,
"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/2022/jan_ptak",
"https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
"https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
"https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
]
}
],
"rag_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/2022/jan_ptak",
"https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
"https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
"https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
],
"first_model_latency_seconds": 1.849894,
"tool_latency_seconds": 0.120026,
"final_model_latency_seconds": 23.678141,
"total_latency_seconds": 25.648839,
"usage": {
"prompt_tokens": 22831,
"completion_tokens": 381,
"total_tokens": 23212
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true,
true,
true
],
"answer_contains_score": 1.0,
"source_matches": [
true,
true,
true,
true,
false
],
"source_url_score": 0.8,
"should_answer_ok": true,
"should_answer_score": 1.0,
"returned_no_answer": false,
"tool_score": 1.0,
"overall_score": 0.95,
"strict_pass": false,
"error": null
},
{
"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": "Dokument, ktorý sa priamo venuje anotácie pomenovaných entít, je sprievodca s názvom Anotácia pomenovaných entít. Študentské práce zaoberajúce sa rozpoznávaním pomenovaných entít a ich anotáciou zahŕňajú diplomovú prácu Jakuba Maruniaka s názvom Anotácia a rozpoznávanie pomenovaných entít v slovenskom jazyku, bakalársky projekt Than Trung Thanh s názvom Rozpoznávanie pomenovaných entít v slovenskom jazyku pomocou nástrojov Spacy a Prodigy a bakalársku prácu Serhii Yemets zameranú na zlepšenie slovenského modelu pre rozpoznávanie pomenovaných entít.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/topics/named-entity/navod\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",
"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "dokumenty rozpoznávanie pomenovaných entít anotácia",
"limit": 10,
"published_only": true
},
"latency_seconds": 0.052632,
"source_urls": [
"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/2017/than_trung_thanh",
"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/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"
],
"first_model_latency_seconds": 1.95521,
"tool_latency_seconds": 0.052632,
"final_model_latency_seconds": 13.494196,
"total_latency_seconds": 15.50238,
"usage": {
"prompt_tokens": 11119,
"completion_tokens": 342,
"total_tokens": 11461
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true,
false
],
"answer_contains_score": 0.5,
"source_matches": [
true,
false,
false,
true,
true
],
"source_url_score": 0.6,
"should_answer_ok": true,
"should_answer_score": 1.0,
"returned_no_answer": false,
"tool_score": 1.0,
"overall_score": 0.775,
"strict_pass": false,
"error": null
},
{
"id": "q0690",
"split": "dev",
"category": "multi_document",
"difficulty": "hard",
"question": "Nájdi dokumenty súvisiace 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",
"pages/topics/translation/README.md",
"pages/interns/oliver_pejic/README.md"
],
"expected_source_urls": [
"...",
"...",
"...",
"...",
"..."
],
"expected_answer_contains": [
"strojový preklad",
"automatický preklad"
],
"should_answer": true,
"note": null,
"answer": "V dostupných dokumentoch ZP Wiki sú identifikované dve práce súvisiace so strojovým alebo automatickým prekladom. Ide o tému študentskej stránky s názvom „Strojový preklad\" spracovanú v rámci tímového projektu a bakalársku prácu Martina Jancuru s názvom „Webová aplikácia pre demonštráciu strojového prekladu\", ktorá sa zameriava na teoretický úvod, prehľad komerčných služieb pre automatický preklad a vytvorenie demonštračnej aplikácie.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin/tp20\nZdroj: https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
"tool_called": true,
"tool_call_count": 1,
"tool_calls": [
{
"name": "retrieve_zpwiki_context",
"arguments": {
"query": "strojový preklad automatický preklad",
"limit": 10
},
"latency_seconds": 0.055545,
"source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin/tp20",
"https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"
]
}
],
"rag_source_urls": [
"https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin/tp20",
"https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"
],
"first_model_latency_seconds": 1.609707,
"tool_latency_seconds": 0.055545,
"final_model_latency_seconds": 8.482897,
"total_latency_seconds": 10.148403,
"usage": {
"prompt_tokens": 6995,
"completion_tokens": 233,
"total_tokens": 7228
},
"response_model": "Qwen3.5-122B-A10B-Q4_K_M",
"answer_matches": [
true,
true
],
"answer_contains_score": 1.0,
"source_matches": [
false,
false,
false,
false,
false
],
"source_url_score": 0.0,
"should_answer_ok": true,
"should_answer_score": 1.0,
"returned_no_answer": false,
"tool_score": 1.0,
"overall_score": 0.75,
"strict_pass": false,
"error": null
}
]
}
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