{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Repo: Tencent-Hunyuan/CL-bench","description":"Tencent Hunyuan repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/edb226d4-609f-428a-bb6a-499f5b97fe05","json_url":"https://onlylabs.fyi/signals/edb226d4-609f-428a-bb6a-499f5b97fe05/signal.json","generated_at":"2026-06-11T02:53:19.721226+00:00","org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/tencent-hunyuan","dossier_json_url":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/edb226d4-609f-428a-bb6a-499f5b97fe05","signal_json":"https://onlylabs.fyi/signals/edb226d4-609f-428a-bb6a-499f5b97fe05/signal.json","source":"https://github.com/Tencent-Hunyuan/CL-bench","lab_dossier":"https://onlylabs.fyi/labs/tencent-hunyuan","lab_dossier_json":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","analysis":"https://onlylabs.fyi/analysis/tencent-hunyuan","analysis_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Tencent Hunyuan published Tencent-Hunyuan/CL-bench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Tencent-Hunyuan/CL-bench ยท language Python ยท CL benchmark with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Tencent-Hunyuan/CL-bench","source_host":"github.com","occurred_at":"2026-01-23T08:32:59+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Tencent Hunyuan","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Tencent-Hunyuan/CL-bench","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"556","source":"traction"},{"label":"Notability","value":"CL benchmark with moderate stars","source":"signal"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"benchmark","source":"radar"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Tencent-Hunyuan/CL-bench"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:53:19.721226+00:00"},"data_business":{"matches":true,"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}],"matched_terms":["benchmark"],"score":14,"reason":"Tencent Hunyuan has a repo signal matching evals and quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/edb226d4-609f-428a-bb6a-499f5b97fe05/signal.json","dossier_json":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Which data-business lane explains this signal: Evals and quality?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/edb226d4-609f-428a-bb6a-499f5b97fe05/signal.json","required":true},{"label":"source","url":"https://github.com/Tencent-Hunyuan/CL-bench","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/tencent-hunyuan/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Tencent Hunyuan's repo signal \"Tencent-Hunyuan/CL-bench\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published repo","object":"Tencent-Hunyuan/CL-bench","text":"Tencent Hunyuan published repo Tencent-Hunyuan/CL-bench."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"is classified as","object":"repo signal","text":"Tencent-Hunyuan/CL-bench is classified as repo signal."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"belongs to","object":"repos desk","text":"Tencent-Hunyuan/CL-bench belongs to repos desk."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has context","object":"Python","text":"Tencent-Hunyuan/CL-bench has context Python."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Tencent-Hunyuan/CL-bench has evidence coverage 1 captured evidence page."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"matches data-business lanes","object":"Evals and quality","text":"Tencent-Hunyuan/CL-bench matches data-business lanes Evals and quality."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has captured page count","object":"1","text":"Tencent-Hunyuan/CL-bench has captured page count 1."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has readable page count","object":"1","text":"Tencent-Hunyuan/CL-bench has readable page count 1."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has related signal count","object":"6","text":"Tencent-Hunyuan/CL-bench has related signal count 6."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"Tencent-Hunyuan/CL-bench has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/CL-bench has source host github.com."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has lab","object":"Tencent Hunyuan","text":"Tencent-Hunyuan/CL-bench has lab Tencent Hunyuan."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has signal desk","object":"repos","text":"Tencent-Hunyuan/CL-bench has signal desk repos."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/CL-bench has source host github.com."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has repository","object":"Tencent-Hunyuan/CL-bench","text":"Tencent-Hunyuan/CL-bench has repository Tencent-Hunyuan/CL-bench."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has language","object":"Python","text":"Tencent-Hunyuan/CL-bench has language Python."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has stars","object":"556","text":"Tencent-Hunyuan/CL-bench has stars 556."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has notability","object":"CL benchmark with moderate stars","text":"Tencent-Hunyuan/CL-bench has notability CL benchmark with moderate stars."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has radar lane","object":"Evals and quality","text":"Tencent-Hunyuan/CL-bench has radar lane Evals and quality."}]},"intelligence":{"signal_desk":"repos","answer":"Tencent Hunyuan published Tencent-Hunyuan/CL-bench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Tencent-Hunyuan/CL-bench ยท language Python ยท CL benchmark with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published repo","object":"Tencent-Hunyuan/CL-bench","text":"Tencent Hunyuan published repo Tencent-Hunyuan/CL-bench."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"is classified as","object":"repo signal","text":"Tencent-Hunyuan/CL-bench is classified as repo signal."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"belongs to","object":"repos desk","text":"Tencent-Hunyuan/CL-bench belongs to repos desk."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has context","object":"Python","text":"Tencent-Hunyuan/CL-bench has context Python."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Tencent-Hunyuan/CL-bench has evidence coverage 1 captured evidence page."},{"subject":"Tencent-Hunyuan/CL-bench","predicate":"matches data-business lanes","object":"Evals and quality","text":"Tencent-Hunyuan/CL-bench matches data-business lanes Evals and quality."}]},"signal":{"id":"edb226d4-609f-428a-bb6a-499f5b97fe05","url":"https://onlylabs.fyi/signals/edb226d4-609f-428a-bb6a-499f5b97fe05","json_url":"https://onlylabs.fyi/signals/edb226d4-609f-428a-bb6a-499f5b97fe05/signal.json","source_url":"https://github.com/Tencent-Hunyuan/CL-bench","title":"Tencent-Hunyuan/CL-bench","summary":"Tencent Hunyuan published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-01-23T08:32:59+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Tencent-Hunyuan/CL-bench"]},"facets":{"repo":"Tencent-Hunyuan/CL-bench","language":"Python"},"traction":{"github_stars":556,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":14,"matched_terms":["benchmark"],"reason":"Tencent Hunyuan has a repo signal matching evals and quality."}},"primary_evidence_page":{"url":"https://github.com/Tencent-Hunyuan/CL-bench","final_url":"https://github.com/Tencent-Hunyuan/CL-bench","title":"Tencent-Hunyuan/CL-bench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:19.721226+00:00","bytes":16144,"raw_path":"78f3ba0cc3d7279d0f3e86118c39e6b9c61c11e22eedf70997ce96a52ed64d11.json","content_hash":"213eb0200fa1520a5bdbe417cc11631d62e8b6a353e9ad9b83f6548cf1364ec5","excerpt_chars":1200,"truncated":true,"excerpt":"Tencent-Hunyuan/CL-bench Description: CL-bench: A Benchmark for Context Learning Language: Python License: NOASSERTION Stars: 556 Forks: 29 Open issues: 11 Created: 2026-01-23T08:32:59Z Pushed: 2026-05-12T06:58:41Z Default branch: main Fork: no Archived: no README:
\"Tencent-Hunyuan\"
CL-bench family: A series of benchmarks for Context Learning [![Website](https://img.shields.io/badge/Website-www.clbench.com-black.svg?style=flat-square)](https://www.clbench.com) ๐Ÿ”ฅ News - **2026.04**: ๐ŸŽ‰ [CL-bench Life](#cl-bench-life) released โ€” 405 real-life context learning tasks (group chats, personal notes, game logs, etc.) with 5,348 rubrics. [[Paper]](https://arxiv.org/abs/2604.27043) [[Data]](https://huggingface.co/datasets/tencent/CL-bench-Life)[[Blog]](https://hy.tencent.com/research/100039?langVersion=en) - **2026.02**: ๐ŸŽ‰ [CL-bench](#cl-bench-1) released โ€” 1,899 professional & domain-specific context learning tasks. [[Paper]](https://arxiv.org/abs/2602.03587) [[Data]](https://huggingface.co/datasets/tencent/CL-bench) [[Blog]](https://hy.tencent.com/research/100025?langVersion=en) ๐Ÿ“‹ Contents -..."},"evidence_pages":[{"url":"https://github.com/Tencent-Hunyuan/CL-bench","final_url":"https://github.com/Tencent-Hunyuan/CL-bench","title":"Tencent-Hunyuan/CL-bench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:19.721226+00:00","bytes":16144,"raw_path":"78f3ba0cc3d7279d0f3e86118c39e6b9c61c11e22eedf70997ce96a52ed64d11.json","content_hash":"213eb0200fa1520a5bdbe417cc11631d62e8b6a353e9ad9b83f6548cf1364ec5","excerpt_chars":1200,"truncated":true,"excerpt":"Tencent-Hunyuan/CL-bench Description: CL-bench: A Benchmark for Context Learning Language: Python License: NOASSERTION Stars: 556 Forks: 29 Open issues: 11 Created: 2026-01-23T08:32:59Z Pushed: 2026-05-12T06:58:41Z Default branch: main Fork: no Archived: no README:
\"Tencent-Hunyuan\"
CL-bench family: A series of benchmarks for Context Learning [![Website](https://img.shields.io/badge/Website-www.clbench.com-black.svg?style=flat-square)](https://www.clbench.com) ๐Ÿ”ฅ News - **2026.04**: ๐ŸŽ‰ [CL-bench Life](#cl-bench-life) released โ€” 405 real-life context learning tasks (group chats, personal notes, game logs, etc.) with 5,348 rubrics. [[Paper]](https://arxiv.org/abs/2604.27043) [[Data]](https://huggingface.co/datasets/tencent/CL-bench-Life)[[Blog]](https://hy.tencent.com/research/100039?langVersion=en) - **2026.02**: ๐ŸŽ‰ [CL-bench](#cl-bench-1) released โ€” 1,899 professional & domain-specific context learning tasks. [[Paper]](https://arxiv.org/abs/2602.03587) [[Data]](https://huggingface.co/datasets/tencent/CL-bench) [[Blog]](https://hy.tencent.com/research/100025?langVersion=en) ๐Ÿ“‹ Contents -..."}],"related_signals":[{"id":"30ef45dc-aee6-470e-8bb6-1aff274256c4","url":"https://onlylabs.fyi/signals/30ef45dc-aee6-470e-8bb6-1aff274256c4","source_url":"https://github.com/Tencent-Hunyuan/UniRL","title":"Tencent-Hunyuan/UniRL","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-06-08T12:29:36+00:00","first_seen_at":"2026-06-09T07:00:33.142136+00:00","date_source":"source"},{"id":"a4a55c54-84f7-4b5d-b58a-26ff8fa578d7","url":"https://onlylabs.fyi/signals/a4a55c54-84f7-4b5d-b58a-26ff8fa578d7","source_url":"https://github.com/Tencent-Hunyuan/PlanningBench","title":"Tencent-Hunyuan/PlanningBench","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-29T02:24:44+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"},{"id":"7c054af3-8d52-42c8-8d3a-9cf4d0f97e99","url":"https://onlylabs.fyi/signals/7c054af3-8d52-42c8-8d3a-9cf4d0f97e99","source_url":"https://github.com/Tencent-Hunyuan/Precise","title":"Tencent-Hunyuan/Precise","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-22T02:07:30+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"},{"id":"79193606-cf5c-4e28-89fb-30f176808c2f","url":"https://onlylabs.fyi/signals/79193606-cf5c-4e28-89fb-30f176808c2f","source_url":"https://github.com/Tencent-Hunyuan/Hy-MT2","title":"Tencent-Hunyuan/Hy-MT2","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-18T07:54:11+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"},{"id":"f4f4c0ae-5f78-4070-8653-5516eb1f71ee","url":"https://onlylabs.fyi/signals/f4f4c0ae-5f78-4070-8653-5516eb1f71ee","source_url":"https://github.com/Tencent-Hunyuan/Hy-Embodied-RoboFusion","title":"Tencent-Hunyuan/Hy-Embodied-RoboFusion","context":"C","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-06T06:20:04+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"},{"id":"0eb03731-82e8-475f-8a1b-786ca5b4fe59","url":"https://onlylabs.fyi/signals/0eb03731-82e8-475f-8a1b-786ca5b4fe59","source_url":"https://github.com/Tencent-Hunyuan/R-DMesh","title":"Tencent-Hunyuan/R-DMesh","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-04-29T07:36:06+00:00","first_seen_at":"2026-06-05T21:53:29.068517+00:00","date_source":"source"}]}