{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Model: tencent/Penguin-VL-2B","description":"Tencent Hunyuan model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a977da37-8f2c-456b-bafb-80644f7a9667","json_url":"https://onlylabs.fyi/signals/a977da37-8f2c-456b-bafb-80644f7a9667/signal.json","generated_at":"2026-06-11T02:49:41.213957+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/a977da37-8f2c-456b-bafb-80644f7a9667","signal_json":"https://onlylabs.fyi/signals/a977da37-8f2c-456b-bafb-80644f7a9667/signal.json","source":"https://huggingface.co/tencent/Penguin-VL-2B","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Tencent Hunyuan published tencent/Penguin-VL-2B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 1.8K HF downloads · Notable model from major lab, moderate traction. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/tencent/Penguin-VL-2B","source_host":"huggingface.co","occurred_at":"2026-03-05T03:04:21+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Tencent Hunyuan","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"2.2B","source":"model"},{"label":"Downloads","value":"1.8K","source":"traction"},{"label":"Likes","value":"37","source":"traction"},{"label":"Notability","value":"Notable model from major lab, moderate traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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://huggingface.co/tencent/Penguin-VL-2B/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:49:41.213957+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a977da37-8f2c-456b-bafb-80644f7a9667/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":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/a977da37-8f2c-456b-bafb-80644f7a9667/signal.json","required":true},{"label":"source","url":"https://huggingface.co/tencent/Penguin-VL-2B","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":"https://onlylabs.fyi/topics/releases/signals.json","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific 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 model signal \"tencent/Penguin-VL-2B\" for frontier lab strategy."},"semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published model","object":"tencent/Penguin-VL-2B","text":"Tencent Hunyuan published model tencent/Penguin-VL-2B."},{"subject":"tencent/Penguin-VL-2B","predicate":"is classified as","object":"model signal","text":"tencent/Penguin-VL-2B is classified as model signal."},{"subject":"tencent/Penguin-VL-2B","predicate":"belongs to","object":"releases desk","text":"tencent/Penguin-VL-2B belongs to releases desk."},{"subject":"tencent/Penguin-VL-2B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"tencent/Penguin-VL-2B has evidence coverage 1 captured evidence page."},{"subject":"tencent/Penguin-VL-2B","predicate":"has captured page count","object":"1","text":"tencent/Penguin-VL-2B has captured page count 1."},{"subject":"tencent/Penguin-VL-2B","predicate":"has readable page count","object":"1","text":"tencent/Penguin-VL-2B has readable page count 1."},{"subject":"tencent/Penguin-VL-2B","predicate":"has related signal count","object":"6","text":"tencent/Penguin-VL-2B has related signal count 6."},{"subject":"tencent/Penguin-VL-2B","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"tencent/Penguin-VL-2B has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"tencent/Penguin-VL-2B","predicate":"has source host","object":"huggingface.co","text":"tencent/Penguin-VL-2B has source host huggingface.co."},{"subject":"tencent/Penguin-VL-2B","predicate":"has lab","object":"Tencent Hunyuan","text":"tencent/Penguin-VL-2B has lab Tencent Hunyuan."},{"subject":"tencent/Penguin-VL-2B","predicate":"has signal desk","object":"releases","text":"tencent/Penguin-VL-2B has signal desk releases."},{"subject":"tencent/Penguin-VL-2B","predicate":"has source host","object":"huggingface.co","text":"tencent/Penguin-VL-2B has source host huggingface.co."},{"subject":"tencent/Penguin-VL-2B","predicate":"has task","object":"text-generation","text":"tencent/Penguin-VL-2B has task text-generation."},{"subject":"tencent/Penguin-VL-2B","predicate":"has license","object":"apache-2.0","text":"tencent/Penguin-VL-2B has license apache-2.0."},{"subject":"tencent/Penguin-VL-2B","predicate":"has library","object":"transformers","text":"tencent/Penguin-VL-2B has library transformers."},{"subject":"tencent/Penguin-VL-2B","predicate":"has params","object":"2.2B","text":"tencent/Penguin-VL-2B has params 2.2B."},{"subject":"tencent/Penguin-VL-2B","predicate":"has downloads","object":"1.8K","text":"tencent/Penguin-VL-2B has downloads 1.8K."}]},"intelligence":{"signal_desk":"releases","answer":"Tencent Hunyuan published tencent/Penguin-VL-2B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 1.8K HF downloads · Notable model from major lab, moderate traction. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published model","object":"tencent/Penguin-VL-2B","text":"Tencent Hunyuan published model tencent/Penguin-VL-2B."},{"subject":"tencent/Penguin-VL-2B","predicate":"is classified as","object":"model signal","text":"tencent/Penguin-VL-2B is classified as model signal."},{"subject":"tencent/Penguin-VL-2B","predicate":"belongs to","object":"releases desk","text":"tencent/Penguin-VL-2B belongs to releases desk."},{"subject":"tencent/Penguin-VL-2B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"tencent/Penguin-VL-2B has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a977da37-8f2c-456b-bafb-80644f7a9667","url":"https://onlylabs.fyi/signals/a977da37-8f2c-456b-bafb-80644f7a9667","json_url":"https://onlylabs.fyi/signals/a977da37-8f2c-456b-bafb-80644f7a9667/signal.json","source_url":"https://huggingface.co/tencent/Penguin-VL-2B","title":"tencent/Penguin-VL-2B","summary":"Tencent Hunyuan published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-03-05T03:04:21+00:00","first_seen_at":"2026-06-06T01:49:43.378888+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://huggingface.co/tencent/Penguin-VL-2B/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":1758,"hf_likes":37},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/tencent/Penguin-VL-2B/raw/main/README.md","final_url":"https://huggingface.co/tencent/Penguin-VL-2B/raw/main/README.md","title":"tencent/Penguin-VL-2B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:41.213957+00:00","bytes":7065,"raw_path":"1af4f951a2f8ed6a5b60ae7f89cde24ff3be642ea451d17ecebc88fe5a5a9f62.md","content_hash":"677d0ceb368199ef99d695f6f5ba0ab601c29adc47b77823d3e7b7285c17cf4c","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - en metrics: - accuracy base_model: - Qwen/Qwen3-1.7B library_name: transformers tags: - multi-modal - large-language-model - vision-language-model - vision-encoder --- <p align=\"center\"> <img src=\"https://cdn-uploads.huggingface.co/production/uploads/6258a6455ea3a0a9b6de3f22/mIMYeUFquGSbm89lT61TG.png\" width=\"160\" /> </p> <h2 align=\"center\">Penguin-VL</h2> <h4 align=\"center\"> Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders </h4> <h4 align=\"center\"> <b>Project Page:</b> <a href=\"https://penguin-vl.github.io\">penguin-vl.github.io</a> | <b>GitHub:</b> <a href=\"https://github.com/tencent-ailab/Penguin-VL\">tencent-ailab/Penguin-VL</a> | <b>arXiv:</b> <a href=\"https://arxiv.org/abs/2603.06569\">2603.06569</a> <br><br> <a href=\"https://penguin-vl.github.io\"><img src=\"https://img.shields.io/badge/Project-Page-green?logo=github\" alt=\"Project Page\"></a> <a href=\"https://github.com/tencent-ailab/Penguin-VL\"><img src=\"https://img.shields.io/badge/GitHub-Repo-blue?logo=github\" alt=\"GitHub Badge\"></a> <a href=\"https://huggingface.co/spaces/tencent/Penguin-VL\"><img..."},"evidence_pages":[{"url":"https://huggingface.co/tencent/Penguin-VL-2B/raw/main/README.md","final_url":"https://huggingface.co/tencent/Penguin-VL-2B/raw/main/README.md","title":"tencent/Penguin-VL-2B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:41.213957+00:00","bytes":7065,"raw_path":"1af4f951a2f8ed6a5b60ae7f89cde24ff3be642ea451d17ecebc88fe5a5a9f62.md","content_hash":"677d0ceb368199ef99d695f6f5ba0ab601c29adc47b77823d3e7b7285c17cf4c","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - en metrics: - accuracy base_model: - Qwen/Qwen3-1.7B library_name: transformers tags: - multi-modal - large-language-model - vision-language-model - vision-encoder --- <p align=\"center\"> <img src=\"https://cdn-uploads.huggingface.co/production/uploads/6258a6455ea3a0a9b6de3f22/mIMYeUFquGSbm89lT61TG.png\" width=\"160\" /> </p> <h2 align=\"center\">Penguin-VL</h2> <h4 align=\"center\"> Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders </h4> <h4 align=\"center\"> <b>Project Page:</b> <a href=\"https://penguin-vl.github.io\">penguin-vl.github.io</a> | <b>GitHub:</b> <a href=\"https://github.com/tencent-ailab/Penguin-VL\">tencent-ailab/Penguin-VL</a> | <b>arXiv:</b> <a href=\"https://arxiv.org/abs/2603.06569\">2603.06569</a> <br><br> <a href=\"https://penguin-vl.github.io\"><img src=\"https://img.shields.io/badge/Project-Page-green?logo=github\" alt=\"Project Page\"></a> <a href=\"https://github.com/tencent-ailab/Penguin-VL\"><img src=\"https://img.shields.io/badge/GitHub-Repo-blue?logo=github\" alt=\"GitHub Badge\"></a> <a href=\"https://huggingface.co/spaces/tencent/Penguin-VL\"><img..."}],"related_signals":[{"id":"60c17a62-e0e7-47f3-aaed-e716a3e74c4f","url":"https://onlylabs.fyi/signals/60c17a62-e0e7-47f3-aaed-e716a3e74c4f","source_url":"https://huggingface.co/tencent/Universal_Audio_Tokenizer","title":"tencent/Universal_Audio_Tokenizer","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-27T06:12:37+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"514743d5-46b8-4208-8505-36e1fc876d1f","url":"https://onlylabs.fyi/signals/514743d5-46b8-4208-8505-36e1fc876d1f","source_url":"https://huggingface.co/tencent/Hy-MT2-7B","title":"tencent/Hy-MT2-7B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-11T14:56:58+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"e8216daa-50ec-44ed-84c8-af06f1263070","url":"https://onlylabs.fyi/signals/e8216daa-50ec-44ed-84c8-af06f1263070","source_url":"https://huggingface.co/tencent/Hy-MT2-1.8B","title":"tencent/Hy-MT2-1.8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-11T08:22:10+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"8b6e70df-c0fa-4bf4-9964-c79417964708","url":"https://onlylabs.fyi/signals/8b6e70df-c0fa-4bf4-9964-c79417964708","source_url":"https://huggingface.co/tencent/Hy-MT2-30B-A3B","title":"tencent/Hy-MT2-30B-A3B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-05-11T07:43:51+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"c808c36a-7c7e-4f47-85d1-4671f1650013","url":"https://onlylabs.fyi/signals/c808c36a-7c7e-4f47-85d1-4671f1650013","source_url":"https://huggingface.co/tencent/Hy-MT1.5-1.8B-1.25bit","title":"tencent/Hy-MT1.5-1.8B-1.25bit","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-04-29T04:36:33+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"},{"id":"8bdfa94a-b4fb-4934-aef8-599b307fd6da","url":"https://onlylabs.fyi/signals/8bdfa94a-b4fb-4934-aef8-599b307fd6da","source_url":"https://huggingface.co/tencent/Hy-MT1.5-1.8B-2bit","title":"tencent/Hy-MT1.5-1.8B-2bit","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-04-29T04:35:46+00:00","first_seen_at":"2026-06-06T01:49:43.378888+00:00","date_source":"source"}]}