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unavailable
code-2025:talk:SZStlIhyTCY:benchmark:entity_extraction:0fd78720ac9b17c9
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code-2025:talk:SZStlIhyTCY
validation
entity_extraction
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unavailable
code-2025:talk:SZStlIhyTCY:benchmark:entity_extraction:406bed20e570483b
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code-2025:talk:SZStlIhyTCY
validation
entity_extraction
[ "code-2025:talk:SZStlIhyTCY:segment:58" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:entity_extraction:9efcfd5f67a49d58
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code-2025:talk:SZStlIhyTCY
validation
entity_extraction
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unavailable
code-2025:talk:SZStlIhyTCY:benchmark:entity_extraction:a569c03865bb4894
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code-2025:talk:SZStlIhyTCY
validation
entity_extraction
[ "code-2025:talk:SZStlIhyTCY:segment:26" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:entity_extraction:c6e9acea42531095
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code-2025:talk:SZStlIhyTCY
validation
entity_extraction
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unavailable
code-2025:talk:SZStlIhyTCY:benchmark:retrieval:0b1b23dadd9c3e91
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code-2025:talk:SZStlIhyTCY
validation
retrieval
[ "code-2025:talk:SZStlIhyTCY:segment:3", "code-2025:talk:SZStlIhyTCY:segment:15", "code-2025:talk:SZStlIhyTCY:segment:17", "code-2025:talk:SZStlIhyTCY:segment:20" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:retrieval:2462df4093941505
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "Why do AI coding tools fail to deliver enterprise-wide productivity gains without operating-model changes?", "citation_target": "https://www.youtube.com/watch?v=SZStlIhyTCY&t=45s", "generator_kind": "language_model", "generator...
code-2025:talk:SZStlIhyTCY
validation
retrieval
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unavailable
code-2025:talk:SZStlIhyTCY:benchmark:retrieval:bf1290db21127678
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code-2025:talk:SZStlIhyTCY
validation
retrieval
[ "code-2025:talk:SZStlIhyTCY:segment:40", "code-2025:talk:SZStlIhyTCY:segment:43", "code-2025:talk:SZStlIhyTCY:segment:44" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:retrieval:c749cfc3aa9aac5f
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How do Cursor-style agent workflows and workflow-oriented squads reduce downstream rework?", "citation_target": "https://www.youtube.com/watch?v=SZStlIhyTCY&t=628s", "generator_kind": "language_model", "generator_model": "front...
code-2025:talk:SZStlIhyTCY
validation
retrieval
[ "code-2025:talk:SZStlIhyTCY:segment:33", "code-2025:talk:SZStlIhyTCY:segment:34", "code-2025:talk:SZStlIhyTCY:segment:35" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:retrieval:cb2da40fbd38adb9
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "What did McKinsey's survey of roughly 300 enterprises find about AI-native workflows and roles?", "citation_target": "https://www.youtube.com/watch?v=SZStlIhyTCY&t=516s", "generator_kind": "language_model", "generator_model": "...
code-2025:talk:SZStlIhyTCY
validation
retrieval
[ "code-2025:talk:SZStlIhyTCY:segment:37", "code-2025:talk:SZStlIhyTCY:segment:38" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:topic_classification:19766151333a2cca
{ "candidate_entity_type": null, "candidate_label": "Continuous planning, specification-driven development, and compact engineering pods", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "f...
code-2025:talk:SZStlIhyTCY
validation
topic_classification
[ "code-2025:talk:SZStlIhyTCY:segment:33", "code-2025:talk:SZStlIhyTCY:segment:34", "code-2025:talk:SZStlIhyTCY:segment:35" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:topic_classification:4a2ebed8504b0d0a
{ "candidate_entity_type": null, "candidate_label": "Enterprise research on AI-native workflows and engineering roles", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "ge...
code-2025:talk:SZStlIhyTCY
validation
topic_classification
[ "code-2025:talk:SZStlIhyTCY:segment:3", "code-2025:talk:SZStlIhyTCY:segment:5", "code-2025:talk:SZStlIhyTCY:segment:6", "code-2025:talk:SZStlIhyTCY:segment:30" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:topic_classification:950f50dc8f0aad56
{ "candidate_entity_type": null, "candidate_label": "AI-native software development operating models beyond Agile", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "genera...
code-2025:talk:SZStlIhyTCY
validation
topic_classification
[ "code-2025:talk:SZStlIhyTCY:segment:40", "code-2025:talk:SZStlIhyTCY:segment:43", "code-2025:talk:SZStlIhyTCY:segment:44" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:topic_classification:da62525509dfb103
{ "candidate_entity_type": null, "candidate_label": "Cursor, agent orchestration, and workflow-oriented engineering squads", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", ...
code-2025:talk:SZStlIhyTCY
validation
topic_classification
[ "code-2025:talk:SZStlIhyTCY:segment:15", "code-2025:talk:SZStlIhyTCY:segment:17", "code-2025:talk:SZStlIhyTCY:segment:20", "code-2025:talk:SZStlIhyTCY:segment:22" ]
unavailable
code-2025:talk:SZStlIhyTCY:benchmark:topic_classification:e666d6f93430e21c
{ "candidate_entity_type": null, "candidate_label": "Uneven AI productivity gains and downstream engineering bottlenecks", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", ...
code-2025:talk:SZStlIhyTCY
validation
topic_classification
[ "code-2025:talk:o15AaYl7Wu0:segment:27" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:entity_extraction:03aa35bc5f5ed6cb
{ "candidate_entity_type": "concept", "candidate_label": "32", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": "...
code-2025:talk:o15AaYl7Wu0
validation
entity_extraction
[ "code-2025:talk:o15AaYl7Wu0:segment:23", "code-2025:talk:o15AaYl7Wu0:segment:24" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:entity_extraction:35b61adbbe9c8eeb
{ "candidate_entity_type": "concept", "candidate_label": "eight", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status"...
code-2025:talk:o15AaYl7Wu0
validation
entity_extraction
[ "code-2025:talk:o15AaYl7Wu0:segment:27" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:entity_extraction:3d7e163b53a501fb
{ "candidate_entity_type": "concept", "candidate_label": "40", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": "...
code-2025:talk:o15AaYl7Wu0
validation
entity_extraction
[ "code-2025:talk:o15AaYl7Wu0:segment:10", "code-2025:talk:o15AaYl7Wu0:segment:14" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:entity_extraction:81222b065bfd22a8
{ "candidate_entity_type": "concept", "candidate_label": "hundred", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_statu...
code-2025:talk:o15AaYl7Wu0
validation
entity_extraction
[ "code-2025:talk:o15AaYl7Wu0:segment:9", "code-2025:talk:o15AaYl7Wu0:segment:10", "code-2025:talk:o15AaYl7Wu0:segment:14", "code-2025:talk:o15AaYl7Wu0:segment:39", "code-2025:talk:o15AaYl7Wu0:segment:68" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:entity_extraction:b5b8432ab779253d
{ "candidate_entity_type": "concept", "candidate_label": "four", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status":...
code-2025:talk:o15AaYl7Wu0
validation
entity_extraction
[ "code-2025:talk:o15AaYl7Wu0:segment:21", "code-2025:talk:o15AaYl7Wu0:segment:22" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:retrieval:7e293c154957c985
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "Why are low-variance training-duration estimates important for enterprise reinforcement-learning customers?", "citation_target": "https://www.youtube.com/watch?v=o15AaYl7Wu0&t=213s", "generator_kind": "language_model", "generat...
code-2025:talk:o15AaYl7Wu0
validation
retrieval
[ "code-2025:talk:o15AaYl7Wu0:segment:3", "code-2025:talk:o15AaYl7Wu0:segment:4", "code-2025:talk:o15AaYl7Wu0:segment:6" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:retrieval:97de15d138bdad9f
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does Applied Compute use reinforcement learning and a data flywheel to specialize enterprise agents?", "citation_target": "https://www.youtube.com/watch?v=o15AaYl7Wu0&t=43s", "generator_kind": "language_model", "generator_m...
code-2025:talk:o15AaYl7Wu0
validation
retrieval
[ "code-2025:talk:o15AaYl7Wu0:segment:50", "code-2025:talk:o15AaYl7Wu0:segment:52", "code-2025:talk:o15AaYl7Wu0:segment:78", "code-2025:talk:o15AaYl7Wu0:segment:80", "code-2025:talk:o15AaYl7Wu0:segment:102" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:retrieval:a6c9df9ec68abeab
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does first-principles systems modeling inform GPU budgets, inference allocation, and training throughput?", "citation_target": "https://www.youtube.com/watch?v=o15AaYl7Wu0&t=537s", "generator_kind": "language_model", "gener...
code-2025:talk:o15AaYl7Wu0
validation
retrieval
[ "code-2025:talk:o15AaYl7Wu0:segment:23", "code-2025:talk:o15AaYl7Wu0:segment:25", "code-2025:talk:o15AaYl7Wu0:segment:26", "code-2025:talk:o15AaYl7Wu0:segment:29" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:retrieval:a751408130742692
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "Why do synchronous reinforcement-learning steps leave GPUs idle while waiting for straggler samples?", "citation_target": "https://www.youtube.com/watch?v=o15AaYl7Wu0&t=246s", "generator_kind": "language_model", "generator_mode...
code-2025:talk:o15AaYl7Wu0
validation
retrieval
[ "code-2025:talk:o15AaYl7Wu0:segment:27", "code-2025:talk:o15AaYl7Wu0:segment:29" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:retrieval:db8ea5d0df26a1bf
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "What Qwen-30B experiment illustrates variable sampling completion times?", "citation_target": "https://www.youtube.com/watch?v=o15AaYl7Wu0&t=283s", "generator_kind": "language_model", "generator_model": "frontier_llm", "gener...
code-2025:talk:o15AaYl7Wu0
validation
retrieval
[ "code-2025:talk:o15AaYl7Wu0:segment:8", "code-2025:talk:o15AaYl7Wu0:segment:9", "code-2025:talk:o15AaYl7Wu0:segment:10", "code-2025:talk:o15AaYl7Wu0:segment:15" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:topic_classification:0e1097f4ddd46cfd
{ "candidate_entity_type": null, "candidate_label": "Applying reinforcement learning to open-weight language models", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "gene...
code-2025:talk:o15AaYl7Wu0
validation
topic_classification
[ "code-2025:talk:o15AaYl7Wu0:segment:21", "code-2025:talk:o15AaYl7Wu0:segment:22" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:topic_classification:5de276f85fb447e8
{ "candidate_entity_type": null, "candidate_label": "Low-variance training duration and customer-facing reliability", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "gene...
code-2025:talk:o15AaYl7Wu0
validation
topic_classification
[ "code-2025:talk:o15AaYl7Wu0:segment:50", "code-2025:talk:o15AaYl7Wu0:segment:52", "code-2025:talk:o15AaYl7Wu0:segment:78", "code-2025:talk:o15AaYl7Wu0:segment:80", "code-2025:talk:o15AaYl7Wu0:segment:102" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:topic_classification:73df12b8a5d20cc1
{ "candidate_entity_type": null, "candidate_label": "First-principles modeling of compute budgets, inference allocation, throughput, and latency", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_mo...
code-2025:talk:o15AaYl7Wu0
validation
topic_classification
[ "code-2025:talk:o15AaYl7Wu0:segment:23", "code-2025:talk:o15AaYl7Wu0:segment:25", "code-2025:talk:o15AaYl7Wu0:segment:26", "code-2025:talk:o15AaYl7Wu0:segment:27", "code-2025:talk:o15AaYl7Wu0:segment:29", "code-2025:talk:o15AaYl7Wu0:segment:30" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:topic_classification:79f69fd86cc92e1f
{ "candidate_entity_type": null, "candidate_label": "Synchronous reinforcement learning, straggler samples, and GPU underutilization", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "front...
code-2025:talk:o15AaYl7Wu0
validation
topic_classification
[ "code-2025:talk:o15AaYl7Wu0:segment:2", "code-2025:talk:o15AaYl7Wu0:segment:3", "code-2025:talk:o15AaYl7Wu0:segment:4", "code-2025:talk:o15AaYl7Wu0:segment:6" ]
unavailable
code-2025:talk:o15AaYl7Wu0:benchmark:topic_classification:8e6ed1a8c31b77f2
{ "candidate_entity_type": null, "candidate_label": "Enterprise-specific reinforcement learning and continuously improving agents", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier...
code-2025:talk:o15AaYl7Wu0
validation
topic_classification
[ "code-2025:talk:p1CmPZ2j6Lk:segment:37", "code-2025:talk:p1CmPZ2j6Lk:segment:39" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:entity_extraction:65f6899b3bce9485
{ "candidate_entity_type": "concept", "candidate_label": "10", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": "...
code-2025:talk:p1CmPZ2j6Lk
validation
entity_extraction
[ "code-2025:talk:p1CmPZ2j6Lk:segment:46" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:entity_extraction:661e0534ec1c55e7
{ "candidate_entity_type": "concept", "candidate_label": "30", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": "...
code-2025:talk:p1CmPZ2j6Lk
validation
entity_extraction
[ "code-2025:talk:p1CmPZ2j6Lk:segment:37", "code-2025:talk:p1CmPZ2j6Lk:segment:42" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:entity_extraction:79b9c70ed1b82d74
{ "candidate_entity_type": "concept", "candidate_label": "1,000", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status"...
code-2025:talk:p1CmPZ2j6Lk
validation
entity_extraction
[ "code-2025:talk:p1CmPZ2j6Lk:segment:44" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:entity_extraction:dec25e3b4e9330e1
{ "candidate_entity_type": "concept", "candidate_label": "15", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": "...
code-2025:talk:p1CmPZ2j6Lk
validation
entity_extraction
[ "code-2025:talk:p1CmPZ2j6Lk:segment:37", "code-2025:talk:p1CmPZ2j6Lk:segment:54", "code-2025:talk:p1CmPZ2j6Lk:segment:56" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:entity_extraction:eef047ba4d5fb141
{ "candidate_entity_type": "concept", "candidate_label": "100", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": ...
code-2025:talk:p1CmPZ2j6Lk
validation
entity_extraction
[ "code-2025:talk:p1CmPZ2j6Lk:segment:65" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:retrieval:154b1330128977d9
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "Why should training and evaluation datasets mirror production traffic?", "citation_target": "https://www.youtube.com/watch?v=p1CmPZ2j6Lk&t=915s", "generator_kind": "language_model", "generator_model": "frontier_llm", "generat...
code-2025:talk:p1CmPZ2j6Lk
validation
retrieval
[ "code-2025:talk:p1CmPZ2j6Lk:segment:20", "code-2025:talk:p1CmPZ2j6Lk:segment:21", "code-2025:talk:p1CmPZ2j6Lk:segment:24" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:retrieval:af91277a1d6cbf14
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does reinforcement fine-tuning address domain shift and inference budgets?", "citation_target": "https://www.youtube.com/watch?v=p1CmPZ2j6Lk&t=245s", "generator_kind": "language_model", "generator_model": "frontier_llm", ...
code-2025:talk:p1CmPZ2j6Lk
validation
retrieval
[ "code-2025:talk:p1CmPZ2j6Lk:segment:13", "code-2025:talk:p1CmPZ2j6Lk:segment:14", "code-2025:talk:p1CmPZ2j6Lk:segment:15" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:retrieval:b90620a02ae98994
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does Agent RFT use public tool endpoints and custom reward signals?", "citation_target": "https://www.youtube.com/watch?v=p1CmPZ2j6Lk&t=153s", "generator_kind": "language_model", "generator_model": "frontier_llm", "genera...
code-2025:talk:p1CmPZ2j6Lk
validation
retrieval
[ "code-2025:talk:p1CmPZ2j6Lk:segment:32", "code-2025:talk:p1CmPZ2j6Lk:segment:35", "code-2025:talk:p1CmPZ2j6Lk:segment:36" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:retrieval:e97661af093310db
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How did Cognition use isolated virtual machines to train Devin's code-edit planning?", "citation_target": "https://www.youtube.com/watch?v=p1CmPZ2j6Lk&t=412s", "generator_kind": "language_model", "generator_model": "frontier_ll...
code-2025:talk:p1CmPZ2j6Lk
validation
retrieval
[ "code-2025:talk:p1CmPZ2j6Lk:segment:25", "code-2025:talk:p1CmPZ2j6Lk:segment:26", "code-2025:talk:p1CmPZ2j6Lk:segment:27" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:retrieval:fdca5d1331c03696
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How are rollout UUIDs used to associate tool calls and grader context?", "citation_target": "https://www.youtube.com/watch?v=p1CmPZ2j6Lk&t=311s", "generator_kind": "language_model", "generator_model": "frontier_llm", "generat...
code-2025:talk:p1CmPZ2j6Lk
validation
retrieval
[ "code-2025:talk:p1CmPZ2j6Lk:segment:53" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:topic_classification:26461ec41423e0c3
{ "candidate_entity_type": null, "candidate_label": "Cosine coding-agent optimization", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_version": null, "gener...
code-2025:talk:p1CmPZ2j6Lk
validation
topic_classification
[ "code-2025:talk:p1CmPZ2j6Lk:segment:17", "code-2025:talk:p1CmPZ2j6Lk:segment:20", "code-2025:talk:p1CmPZ2j6Lk:segment:21", "code-2025:talk:p1CmPZ2j6Lk:segment:24" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:topic_classification:34757b81c0cfcd91
{ "candidate_entity_type": null, "candidate_label": "Domain adaptation, sample efficiency, and inference budgets", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generat...
code-2025:talk:p1CmPZ2j6Lk
validation
topic_classification
[ "code-2025:talk:p1CmPZ2j6Lk:segment:13", "code-2025:talk:p1CmPZ2j6Lk:segment:14", "code-2025:talk:p1CmPZ2j6Lk:segment:15" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:topic_classification:6b629b0e17803dea
{ "candidate_entity_type": null, "candidate_label": "Agent reinforcement fine-tuning and reward-guided model training", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "ge...
code-2025:talk:p1CmPZ2j6Lk
validation
topic_classification
[ "code-2025:talk:p1CmPZ2j6Lk:segment:14", "code-2025:talk:p1CmPZ2j6Lk:segment:25", "code-2025:talk:p1CmPZ2j6Lk:segment:26", "code-2025:talk:p1CmPZ2j6Lk:segment:27" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:topic_classification:832f85e84f7dcb46
{ "candidate_entity_type": null, "candidate_label": "Agentic tool calling, public endpoints, and custom graders", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generato...
code-2025:talk:p1CmPZ2j6Lk
validation
topic_classification
[ "code-2025:talk:p1CmPZ2j6Lk:segment:31", "code-2025:talk:p1CmPZ2j6Lk:segment:32", "code-2025:talk:p1CmPZ2j6Lk:segment:35", "code-2025:talk:p1CmPZ2j6Lk:segment:36", "code-2025:talk:p1CmPZ2j6Lk:segment:40" ]
unavailable
code-2025:talk:p1CmPZ2j6Lk:benchmark:topic_classification:c056424b705881e0
{ "candidate_entity_type": null, "candidate_label": "Cognition's Devin coding-agent case study and isolated rollout infrastructure", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontie...
code-2025:talk:p1CmPZ2j6Lk
validation
topic_classification
[ "code-2025:talk:xz0-brt56L8:segment:7", "code-2025:talk:xz0-brt56L8:segment:407" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:entity_extraction:1d063859d32bad6c
{ "candidate_entity_type": "concept", "candidate_label": "millions", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_stat...
code-2025:talk:xz0-brt56L8
validation
entity_extraction
[ "code-2025:talk:xz0-brt56L8:segment:84" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:entity_extraction:599ff486025cbdc2
{ "candidate_entity_type": "concept", "candidate_label": "five", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status":...
code-2025:talk:xz0-brt56L8
validation
entity_extraction
[ "code-2025:talk:xz0-brt56L8:segment:14", "code-2025:talk:xz0-brt56L8:segment:104", "code-2025:talk:xz0-brt56L8:segment:129" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:entity_extraction:5cde898c4b1e0651
{ "candidate_entity_type": "concept", "candidate_label": "four", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status":...
code-2025:talk:xz0-brt56L8
validation
entity_extraction
[ "code-2025:talk:xz0-brt56L8:segment:108" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:entity_extraction:72cba899fff17f79
{ "candidate_entity_type": "concept", "candidate_label": "1.5", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": ...
code-2025:talk:xz0-brt56L8
validation
entity_extraction
[ "code-2025:talk:xz0-brt56L8:segment:137", "code-2025:talk:xz0-brt56L8:segment:199" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:entity_extraction:76c1e151bfe69aef
{ "candidate_entity_type": "concept", "candidate_label": "hundred", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_statu...
code-2025:talk:xz0-brt56L8
validation
entity_extraction
[ "code-2025:talk:xz0-brt56L8:segment:349", "code-2025:talk:xz0-brt56L8:segment:354" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:retrieval:04ab7822736da1f5
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How can a Slack bot route replies from an existing conversation thread into the same Manus task?", "citation_target": "https://www.youtube.com/watch?v=xz0-brt56L8&t=3574s", "generator_kind": "language_model", "generator_model":...
code-2025:talk:xz0-brt56L8
validation
retrieval
[ "code-2025:talk:xz0-brt56L8:segment:143", "code-2025:talk:xz0-brt56L8:segment:149" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:retrieval:86423a50d80bcbbd
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does the Manus API handle larger file uploads and automatic deletion?", "citation_target": "https://www.youtube.com/watch?v=xz0-brt56L8&t=1464s", "generator_kind": "language_model", "generator_model": "frontier_llm", "gen...
code-2025:talk:xz0-brt56L8
validation
retrieval
[ "code-2025:talk:xz0-brt56L8:segment:185", "code-2025:talk:xz0-brt56L8:segment:280" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:retrieval:bef98084b416b12f
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "Why does the workshop recommend webhooks instead of polling for production agent workflows?", "citation_target": "https://www.youtube.com/watch?v=xz0-brt56L8&t=1909s", "generator_kind": "language_model", "generator_model": "fro...
code-2025:talk:xz0-brt56L8
validation
retrieval
[ "code-2025:talk:xz0-brt56L8:segment:128", "code-2025:talk:xz0-brt56L8:segment:199" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:retrieval:c55ecf50c3c3391d
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does Ivan Leo recommend polling asynchronous Manus API tasks during prototyping?", "citation_target": "https://www.youtube.com/watch?v=xz0-brt56L8&t=1317s", "generator_kind": "language_model", "generator_model": "frontier_l...
code-2025:talk:xz0-brt56L8
validation
retrieval
[ "code-2025:talk:xz0-brt56L8:segment:6", "code-2025:talk:xz0-brt56L8:segment:10", "code-2025:talk:xz0-brt56L8:segment:40", "code-2025:talk:xz0-brt56L8:segment:166" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:retrieval:e41b8fa45ead9f00
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "What Manus 1.5 products and interaction surfaces are demonstrated?", "citation_target": "https://www.youtube.com/watch?v=xz0-brt56L8&t=74s", "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_ve...
code-2025:talk:xz0-brt56L8
validation
retrieval
[ "code-2025:talk:xz0-brt56L8:segment:2", "code-2025:talk:xz0-brt56L8:segment:128", "code-2025:talk:xz0-brt56L8:segment:143", "code-2025:talk:xz0-brt56L8:segment:149", "code-2025:talk:xz0-brt56L8:segment:199" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:topic_classification:2f82b2f9758870ea
{ "candidate_entity_type": null, "candidate_label": "Manus API tasks, polling, and file uploads", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_version": null...
code-2025:talk:xz0-brt56L8
validation
topic_classification
[ "code-2025:talk:xz0-brt56L8:segment:3", "code-2025:talk:xz0-brt56L8:segment:236", "code-2025:talk:xz0-brt56L8:segment:280", "code-2025:talk:xz0-brt56L8:segment:349", "code-2025:talk:xz0-brt56L8:segment:354" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:topic_classification:7a00f256fcbb7851
{ "candidate_entity_type": null, "candidate_label": "Slack bot integration and persistent conversation threads", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generator...
code-2025:talk:xz0-brt56L8
validation
topic_classification
[ "code-2025:talk:xz0-brt56L8:segment:40", "code-2025:talk:xz0-brt56L8:segment:51", "code-2025:talk:xz0-brt56L8:segment:166", "code-2025:talk:xz0-brt56L8:segment:412", "code-2025:talk:xz0-brt56L8:segment:429" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:topic_classification:8639062cd0760750
{ "candidate_entity_type": null, "candidate_label": "Browser automation, generated web applications, and audience questions", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm",...
code-2025:talk:xz0-brt56L8
validation
topic_classification
[ "code-2025:talk:xz0-brt56L8:segment:5", "code-2025:talk:xz0-brt56L8:segment:6", "code-2025:talk:xz0-brt56L8:segment:9", "code-2025:talk:xz0-brt56L8:segment:10" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:topic_classification:a5bcb394bff00f19
{ "candidate_entity_type": null, "candidate_label": "Manus general-purpose AI agents and Manus 1.5", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_version": n...
code-2025:talk:xz0-brt56L8
validation
topic_classification
[ "code-2025:talk:xz0-brt56L8:segment:77", "code-2025:talk:xz0-brt56L8:segment:185", "code-2025:talk:xz0-brt56L8:segment:232", "code-2025:talk:xz0-brt56L8:segment:280" ]
unavailable
code-2025:talk:xz0-brt56L8:benchmark:topic_classification:c21adc7227288c45
{ "candidate_entity_type": null, "candidate_label": "Webhook-driven agent orchestration with Modal", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_version": n...
code-2025:talk:xz0-brt56L8
validation
topic_classification
[ "europe-2026:talk:0jeZfjJMfmo:segment:73" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:entity_extraction:2b71a94417366447
{ "candidate_entity_type": "concept", "candidate_label": "eight", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status"...
europe-2026:talk:0jeZfjJMfmo
validation
entity_extraction
[ "europe-2026:talk:0jeZfjJMfmo:segment:80" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:entity_extraction:98258f8f220ea3b7
{ "candidate_entity_type": "concept", "candidate_label": "five hundred", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_...
europe-2026:talk:0jeZfjJMfmo
validation
entity_extraction
[ "europe-2026:talk:0jeZfjJMfmo:segment:9" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:entity_extraction:c306628f5e79612e
{ "candidate_entity_type": "concept", "candidate_label": "five", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status":...
europe-2026:talk:0jeZfjJMfmo
validation
entity_extraction
[ "europe-2026:talk:0jeZfjJMfmo:segment:19" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:entity_extraction:da944f2f222ed561
{ "candidate_entity_type": "concept", "candidate_label": "eighty million", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_versio...
europe-2026:talk:0jeZfjJMfmo
validation
entity_extraction
[ "europe-2026:talk:0jeZfjJMfmo:segment:9", "europe-2026:talk:0jeZfjJMfmo:segment:15", "europe-2026:talk:0jeZfjJMfmo:segment:96" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:entity_extraction:f3959c9c8e60f921
{ "candidate_entity_type": "concept", "candidate_label": "fifty K", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_statu...
europe-2026:talk:0jeZfjJMfmo
validation
entity_extraction
[ "europe-2026:talk:0jeZfjJMfmo:segment:3", "europe-2026:talk:0jeZfjJMfmo:segment:4" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:retrieval:3a140ad57b39a259
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "Who presents Reachy Mini, and what is his role at Hugging Face?", "citation_target": "https://www.youtube.com/watch?v=0jeZfjJMfmo&t=20s", "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_versi...
europe-2026:talk:0jeZfjJMfmo
validation
retrieval
[ "europe-2026:talk:0jeZfjJMfmo:segment:20", "europe-2026:talk:0jeZfjJMfmo:segment:39" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:retrieval:7f9dc96bd0c212e6
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "Why does the presenter believe voice is the natural interface for robots?", "citation_target": "https://www.youtube.com/watch?v=0jeZfjJMfmo&t=246s", "generator_kind": "language_model", "generator_model": "frontier_llm", "gene...
europe-2026:talk:0jeZfjJMfmo
validation
retrieval
[ "europe-2026:talk:0jeZfjJMfmo:segment:17", "europe-2026:talk:0jeZfjJMfmo:segment:18", "europe-2026:talk:0jeZfjJMfmo:segment:19", "europe-2026:talk:0jeZfjJMfmo:segment:75" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:retrieval:a7aca119e24daf98
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "Which open-source speech models and voice-agent technologies does the presenter discuss?", "citation_target": "https://www.youtube.com/watch?v=0jeZfjJMfmo&t=201s", "generator_kind": "language_model", "generator_model": "frontie...
europe-2026:talk:0jeZfjJMfmo
validation
retrieval
[ "europe-2026:talk:0jeZfjJMfmo:segment:29", "europe-2026:talk:0jeZfjJMfmo:segment:30" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:retrieval:ab1c0f39bb87965e
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How much do the two Reachy Mini robot configurations cost, and which includes a Raspberry Pi and battery?", "citation_target": "https://www.youtube.com/watch?v=0jeZfjJMfmo&t=363s", "generator_kind": "language_model", "generator...
europe-2026:talk:0jeZfjJMfmo
validation
retrieval
[ "europe-2026:talk:0jeZfjJMfmo:segment:90" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:retrieval:ce697a64cae80bc5
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "What first-token latency and real-time generation speed are reported for FasterQwenTTS?", "citation_target": "https://www.youtube.com/watch?v=0jeZfjJMfmo&t=964s", "generator_kind": "language_model", "generator_model": "frontier...
europe-2026:talk:0jeZfjJMfmo
validation
retrieval
[ "europe-2026:talk:0jeZfjJMfmo:segment:16", "europe-2026:talk:0jeZfjJMfmo:segment:17", "europe-2026:talk:0jeZfjJMfmo:segment:19", "europe-2026:talk:0jeZfjJMfmo:segment:20", "europe-2026:talk:0jeZfjJMfmo:segment:39" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:topic_classification:1d2e76eb3674a1f9
{ "candidate_entity_type": null, "candidate_label": "Voice interfaces and speech-to-speech agents for robots", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_v...
europe-2026:talk:0jeZfjJMfmo
validation
topic_classification
[ "europe-2026:talk:0jeZfjJMfmo:segment:75", "europe-2026:talk:0jeZfjJMfmo:segment:90" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:topic_classification:2c0ed17c5148942d
{ "candidate_entity_type": null, "candidate_label": "Qwen3-TTS optimization and low-latency speech generation", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_...
europe-2026:talk:0jeZfjJMfmo
validation
topic_classification
[ "europe-2026:talk:0jeZfjJMfmo:segment:55", "europe-2026:talk:0jeZfjJMfmo:segment:59", "europe-2026:talk:0jeZfjJMfmo:segment:63" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:topic_classification:b4bd84c87e802451
{ "candidate_entity_type": null, "candidate_label": "Conversational robotics and multimodal demonstrations", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_ver...
europe-2026:talk:0jeZfjJMfmo
validation
topic_classification
[ "europe-2026:talk:0jeZfjJMfmo:segment:29", "europe-2026:talk:0jeZfjJMfmo:segment:30" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:topic_classification:cb086e99355a6d26
{ "candidate_entity_type": null, "candidate_label": "Reachy Mini hardware variants and Raspberry Pi integration", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "generato...
europe-2026:talk:0jeZfjJMfmo
validation
topic_classification
[ "europe-2026:talk:0jeZfjJMfmo:segment:3", "europe-2026:talk:0jeZfjJMfmo:segment:22", "europe-2026:talk:0jeZfjJMfmo:segment:29", "europe-2026:talk:0jeZfjJMfmo:segment:60" ]
unavailable
europe-2026:talk:0jeZfjJMfmo:benchmark:topic_classification:cce5680d0114f54e
{ "candidate_entity_type": null, "candidate_label": "Open-source, affordable robotics for developers and researchers", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "gen...
europe-2026:talk:0jeZfjJMfmo
validation
topic_classification
[ "europe-2026:talk:71V3fTaUp2Q:segment:95" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:entity_extraction:027017d682c95066
{ "candidate_entity_type": "concept", "candidate_label": "minus", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status"...
europe-2026:talk:71V3fTaUp2Q
validation
entity_extraction
[ "europe-2026:talk:71V3fTaUp2Q:segment:56" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:entity_extraction:318c52ff2e6b61c3
{ "candidate_entity_type": "concept", "candidate_label": "Five", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status":...
europe-2026:talk:71V3fTaUp2Q
validation
entity_extraction
[ "europe-2026:talk:71V3fTaUp2Q:segment:57" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:entity_extraction:7ed9e86d3b184549
{ "candidate_entity_type": "concept", "candidate_label": "fifteen", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_statu...
europe-2026:talk:71V3fTaUp2Q
validation
entity_extraction
[ "europe-2026:talk:71V3fTaUp2Q:segment:131" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:entity_extraction:9ae982714eafa155
{ "candidate_entity_type": "concept", "candidate_label": "four", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status":...
europe-2026:talk:71V3fTaUp2Q
validation
entity_extraction
[ "europe-2026:talk:71V3fTaUp2Q:segment:80", "europe-2026:talk:71V3fTaUp2Q:segment:95" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:entity_extraction:e59d849723e7a82c
{ "candidate_entity_type": "concept", "candidate_label": "eight", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status"...
europe-2026:talk:71V3fTaUp2Q
validation
entity_extraction
[ "europe-2026:talk:71V3fTaUp2Q:segment:2", "europe-2026:talk:71V3fTaUp2Q:segment:3" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:retrieval:1277b703d7e28cbc
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How do reinforcement-learning environments help language models learn through interaction and feedback?", "citation_target": "https://www.youtube.com/watch?v=71V3fTaUp2Q&t=34s", "generator_kind": "language_model", "generator_mo...
europe-2026:talk:71V3fTaUp2Q
validation
retrieval
[ "europe-2026:talk:71V3fTaUp2Q:segment:22", "europe-2026:talk:71V3fTaUp2Q:segment:23", "europe-2026:talk:71V3fTaUp2Q:segment:25" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:retrieval:3e2da1ff09abf4d9
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "What do OpenAI o1 and DeepSeek-R1 illustrate about reasoning, reinforcement learning, and compute scaling?", "citation_target": "https://www.youtube.com/watch?v=71V3fTaUp2Q&t=315s", "generator_kind": "language_model", "generato...
europe-2026:talk:71V3fTaUp2Q
validation
retrieval
[ "europe-2026:talk:71V3fTaUp2Q:segment:27" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:retrieval:79a4bdb6ac5e4462
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does GRPO compare with PPO in the reinforcement-learning setup described?", "citation_target": "https://www.youtube.com/watch?v=71V3fTaUp2Q&t=386s", "generator_kind": "language_model", "generator_model": "frontier_llm", "...
europe-2026:talk:71V3fTaUp2Q
validation
retrieval
[ "europe-2026:talk:71V3fTaUp2Q:segment:44", "europe-2026:talk:71V3fTaUp2Q:segment:45" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:retrieval:a5b33045ada669c2
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "What is Prime Intellect's Verifiers library, and how does it support language-model evaluation and training?", "citation_target": "https://www.youtube.com/watch?v=71V3fTaUp2Q&t=619s", "generator_kind": "language_model", "genera...
europe-2026:talk:71V3fTaUp2Q
validation
retrieval
[ "europe-2026:talk:71V3fTaUp2Q:segment:0" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:retrieval:c77379ada4a54350
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does Stefano Fiorucci describe his role at deepset and his work on Haystack?", "citation_target": "https://www.youtube.com/watch?v=71V3fTaUp2Q&t=7s", "generator_kind": "language_model", "generator_model": "frontier_llm", ...
europe-2026:talk:71V3fTaUp2Q
validation
retrieval
[ "europe-2026:talk:71V3fTaUp2Q:segment:44", "europe-2026:talk:71V3fTaUp2Q:segment:45", "europe-2026:talk:71V3fTaUp2Q:segment:48", "europe-2026:talk:71V3fTaUp2Q:segment:49" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:topic_classification:146f97fc7114c544
{ "candidate_entity_type": null, "candidate_label": "Prime Intellect Verifiers and interoperable model-serving and training infrastructure", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": ...
europe-2026:talk:71V3fTaUp2Q
validation
topic_classification
[ "europe-2026:talk:71V3fTaUp2Q:segment:22", "europe-2026:talk:71V3fTaUp2Q:segment:23", "europe-2026:talk:71V3fTaUp2Q:segment:25", "europe-2026:talk:71V3fTaUp2Q:segment:27" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:topic_classification:2d170f9815ccf8fd
{ "candidate_entity_type": null, "candidate_label": "Reasoning-model post-training, chain-of-thought, GRPO, and PPO", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", "gene...
europe-2026:talk:71V3fTaUp2Q
validation
topic_classification
[ "europe-2026:talk:71V3fTaUp2Q:segment:2", "europe-2026:talk:71V3fTaUp2Q:segment:3", "europe-2026:talk:71V3fTaUp2Q:segment:6" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:topic_classification:94107fb621b6b062
{ "candidate_entity_type": null, "candidate_label": "Reinforcement-learning environments for language-model evaluation and training", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "fronti...
europe-2026:talk:71V3fTaUp2Q
validation
topic_classification
[ "europe-2026:talk:71V3fTaUp2Q:segment:147", "europe-2026:talk:71V3fTaUp2Q:segment:165" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:topic_classification:c22312d3d960228d
{ "candidate_entity_type": null, "candidate_label": "Specialized small-language-model training with tool-use environments", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", ...
europe-2026:talk:71V3fTaUp2Q
validation
topic_classification
[ "europe-2026:talk:71V3fTaUp2Q:segment:60", "europe-2026:talk:71V3fTaUp2Q:segment:83", "europe-2026:talk:71V3fTaUp2Q:segment:87", "europe-2026:talk:71V3fTaUp2Q:segment:89" ]
unavailable
europe-2026:talk:71V3fTaUp2Q:benchmark:topic_classification:f90a4ce7515145d8
{ "candidate_entity_type": null, "candidate_label": "Multi-turn environments and tic-tac-toe opponent design using minimax", "candidate_question": "What technical topic is supported by the cited talk evidence?", "citation_target": null, "generator_kind": "language_model", "generator_model": "frontier_llm", ...
europe-2026:talk:71V3fTaUp2Q
validation
topic_classification
[ "europe-2026:talk:7gujZrJ9L5I:segment:61" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:entity_extraction:1fefb6d7046a579f
{ "candidate_entity_type": "concept", "candidate_label": "15,000", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status...
europe-2026:talk:7gujZrJ9L5I
validation
entity_extraction
[ "europe-2026:talk:7gujZrJ9L5I:segment:158" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:entity_extraction:232f7035448c4e59
{ "candidate_entity_type": "concept", "candidate_label": "100,000", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_statu...
europe-2026:talk:7gujZrJ9L5I
validation
entity_extraction
[ "europe-2026:talk:7gujZrJ9L5I:segment:67" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:entity_extraction:333543e73737c81a
{ "candidate_entity_type": "concept", "candidate_label": "3 million", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_sta...
europe-2026:talk:7gujZrJ9L5I
validation
entity_extraction
[ "europe-2026:talk:7gujZrJ9L5I:segment:75", "europe-2026:talk:7gujZrJ9L5I:segment:140" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:entity_extraction:99e894b93600189e
{ "candidate_entity_type": "concept", "candidate_label": "100", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": ...
europe-2026:talk:7gujZrJ9L5I
validation
entity_extraction
[ "europe-2026:talk:7gujZrJ9L5I:segment:71" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:entity_extraction:b210874f83ed7df9
{ "candidate_entity_type": "concept", "candidate_label": "a", "candidate_question": "Which concept is explicitly mentioned in the cited talk evidence?", "citation_target": null, "generator_kind": "deterministic_template", "generator_model": null, "generator_version": null, "generator_version_status": "u...
europe-2026:talk:7gujZrJ9L5I
validation
entity_extraction
[ "europe-2026:talk:7gujZrJ9L5I:segment:26" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:retrieval:15b612145a084e2c
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How is Gemini Deep Research accessed through the Interactions API?", "citation_target": "https://www.youtube.com/watch?v=7gujZrJ9L5I&t=272s", "generator_kind": "language_model", "generator_model": "frontier_llm", "generator_v...
europe-2026:talk:7gujZrJ9L5I
validation
retrieval
[ "europe-2026:talk:7gujZrJ9L5I:segment:40", "europe-2026:talk:7gujZrJ9L5I:segment:84" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:retrieval:3483004bc981f54d
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "What observability and tracing challenges arise when running agents at scale?", "citation_target": "https://www.youtube.com/watch?v=7gujZrJ9L5I&t=439s", "generator_kind": "language_model", "generator_model": "frontier_llm", "...
europe-2026:talk:7gujZrJ9L5I
validation
retrieval
[ "europe-2026:talk:7gujZrJ9L5I:segment:6", "europe-2026:talk:7gujZrJ9L5I:segment:7", "europe-2026:talk:7gujZrJ9L5I:segment:8" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:retrieval:690434c9c8411723
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does Google Antigravity coordinate multiple agents across projects?", "citation_target": "https://www.youtube.com/watch?v=7gujZrJ9L5I&t=56s", "generator_kind": "language_model", "generator_model": "frontier_llm", "generat...
europe-2026:talk:7gujZrJ9L5I
validation
retrieval
[ "europe-2026:talk:7gujZrJ9L5I:segment:82" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:retrieval:92ce1f4ed053548e
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How does Google monitor agent workload spikes and intervene when clusters are overloaded?", "citation_target": "https://www.youtube.com/watch?v=7gujZrJ9L5I&t=766s", "generator_kind": "language_model", "generator_model": "fronti...
europe-2026:talk:7gujZrJ9L5I
validation
retrieval
[ "europe-2026:talk:7gujZrJ9L5I:segment:19", "europe-2026:talk:7gujZrJ9L5I:segment:38", "europe-2026:talk:7gujZrJ9L5I:segment:40", "europe-2026:talk:7gujZrJ9L5I:segment:41" ]
unavailable
europe-2026:talk:7gujZrJ9L5I:benchmark:retrieval:e50cdb5b0be020d1
{ "candidate_entity_type": null, "candidate_label": null, "candidate_question": "How can Antigravity agents inspect the DOM and expose their execution traces?", "citation_target": "https://www.youtube.com/watch?v=7gujZrJ9L5I&t=197s", "generator_kind": "language_model", "generator_model": "frontier_llm", "...
europe-2026:talk:7gujZrJ9L5I
validation
retrieval