{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Model: tencent/EVIE-8B","description":"Tencent Hunyuan model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/212aca2d-f9f3-4b1d-b70c-48d4c3277b19","json_url":"https://onlylabs.fyi/signals/212aca2d-f9f3-4b1d-b70c-48d4c3277b19/signal.json","generated_at":"2026-09-09T18:48:51.624Z","evidence_latest_fetched_at":"2026-09-08T07:20:23.966352+00:00","signal_first_seen_at":"2026-09-08T07:20:09.149803+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/212aca2d-f9f3-4b1d-b70c-48d4c3277b19","signal_json":"https://onlylabs.fyi/signals/212aca2d-f9f3-4b1d-b70c-48d4c3277b19/signal.json","source":"https://huggingface.co/tencent/EVIE-8B","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":{"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":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"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/EVIE-8B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 432 HF downloads · Tencent's 8B-parameter vision-language model. onlylabs links this event to 1 captured evidence page and 6 related model signals. It also maps to Data demand, Evals and quality in the data-business radar.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/tencent/EVIE-8B","source_host":"huggingface.co","occurred_at":"2026-09-04T08:55:13+00:00","first_seen_at":"2026-09-08T07:20:09.149803+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":"visual-document-retrieval","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"colpali-engine","source":"model"},{"label":"Params","value":"8.4B","source":"model"},{"label":"Downloads","value":"432","source":"traction"},{"label":"Likes","value":"16","source":"traction"},{"label":"Context","value":"Tencent's 8B-parameter vision-language model","source":"signal"},{"label":"Notability","value":"Tencent Hunyuan 8B model release, notable but not frontier.","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"retrieval","source":"radar"},{"label":"Matched term","value":"eval","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"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://huggingface.co/tencent/EVIE-8B/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-08T07:20:23.966352+00:00"},"data_business":{"matches":true,"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"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":["retrieval","eval"],"score":25,"reason":"Tencent Hunyuan has a model signal matching data demand, evals and quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/212aca2d-f9f3-4b1d-b70c-48d4c3277b19/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Data demand, Evals and quality?","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/212aca2d-f9f3-4b1d-b70c-48d4c3277b19/signal.json","required":true},{"label":"source","url":"https://huggingface.co/tencent/EVIE-8B","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":"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 model signal \"tencent/EVIE-8B\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published model","object":"tencent/EVIE-8B","text":"Tencent Hunyuan published model tencent/EVIE-8B."},{"subject":"tencent/EVIE-8B","predicate":"is classified as","object":"model signal","text":"tencent/EVIE-8B is classified as model signal."},{"subject":"tencent/EVIE-8B","predicate":"belongs to","object":"releases desk","text":"tencent/EVIE-8B belongs to releases desk."},{"subject":"tencent/EVIE-8B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"tencent/EVIE-8B has evidence coverage 1 captured evidence page."},{"subject":"tencent/EVIE-8B","predicate":"matches data-business lanes","object":"Data demand, Evals and quality","text":"tencent/EVIE-8B matches data-business lanes Data demand, Evals and quality."},{"subject":"tencent/EVIE-8B","predicate":"has captured page count","object":"1","text":"tencent/EVIE-8B has captured page count 1."},{"subject":"tencent/EVIE-8B","predicate":"has readable page count","object":"1","text":"tencent/EVIE-8B has readable page count 1."},{"subject":"tencent/EVIE-8B","predicate":"has related signal count","object":"6","text":"tencent/EVIE-8B has related signal count 6."},{"subject":"tencent/EVIE-8B","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/EVIE-8B has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"tencent/EVIE-8B","predicate":"has source host","object":"huggingface.co","text":"tencent/EVIE-8B has source host huggingface.co."},{"subject":"tencent/EVIE-8B","predicate":"has lab","object":"Tencent Hunyuan","text":"tencent/EVIE-8B has lab Tencent Hunyuan."},{"subject":"tencent/EVIE-8B","predicate":"has signal desk","object":"releases","text":"tencent/EVIE-8B has signal desk releases."},{"subject":"tencent/EVIE-8B","predicate":"has source host","object":"huggingface.co","text":"tencent/EVIE-8B has source host huggingface.co."},{"subject":"tencent/EVIE-8B","predicate":"has task","object":"visual-document-retrieval","text":"tencent/EVIE-8B has task visual-document-retrieval."},{"subject":"tencent/EVIE-8B","predicate":"has license","object":"apache-2.0","text":"tencent/EVIE-8B has license apache-2.0."},{"subject":"tencent/EVIE-8B","predicate":"has library","object":"colpali-engine","text":"tencent/EVIE-8B has library colpali-engine."},{"subject":"tencent/EVIE-8B","predicate":"has params","object":"8.4B","text":"tencent/EVIE-8B has params 8.4B."},{"subject":"tencent/EVIE-8B","predicate":"has downloads","object":"432","text":"tencent/EVIE-8B has downloads 432."}]},"intelligence":{"signal_desk":"releases","answer":"Tencent Hunyuan published tencent/EVIE-8B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 432 HF downloads · Tencent's 8B-parameter vision-language model. onlylabs links this event to 1 captured evidence page and 6 related model signals. It also maps to Data demand, Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published model","object":"tencent/EVIE-8B","text":"Tencent Hunyuan published model tencent/EVIE-8B."},{"subject":"tencent/EVIE-8B","predicate":"is classified as","object":"model signal","text":"tencent/EVIE-8B is classified as model signal."},{"subject":"tencent/EVIE-8B","predicate":"belongs to","object":"releases desk","text":"tencent/EVIE-8B belongs to releases desk."},{"subject":"tencent/EVIE-8B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"tencent/EVIE-8B has evidence coverage 1 captured evidence page."},{"subject":"tencent/EVIE-8B","predicate":"matches data-business lanes","object":"Data demand, Evals and quality","text":"tencent/EVIE-8B matches data-business lanes Data demand, Evals and quality."}]},"signal":{"id":"212aca2d-f9f3-4b1d-b70c-48d4c3277b19","url":"https://onlylabs.fyi/signals/212aca2d-f9f3-4b1d-b70c-48d4c3277b19","json_url":"https://onlylabs.fyi/signals/212aca2d-f9f3-4b1d-b70c-48d4c3277b19/signal.json","source_url":"https://huggingface.co/tencent/EVIE-8B","title":"tencent/EVIE-8B","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":"2026-09-04T08:55:13+00:00","first_seen_at":"2026-09-08T07:20:09.149803+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/EVIE-8B/raw/main/README.md"]},"facets":{"pipeline_tag":"visual-document-retrieval","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":432,"hf_likes":16},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"},{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":25,"matched_terms":["retrieval","eval"],"reason":"Tencent Hunyuan has a model signal matching data demand, evals and quality."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://huggingface.co/tencent/EVIE-8B/raw/main/README.md","final_url":"https://huggingface.co/tencent/EVIE-8B/raw/main/README.md","title":"tencent/EVIE-8B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-09-08T07:20:23.966352+00:00","bytes":13856,"raw_path":"7a3ba7f07a423db7bcc6e590c91190169a66e8c03ccddba3acef7389eb8f6cf4.md","content_hash":"8a2936bc460b4aa2e4420328a30ae4eef19c4c63e03af5a2fe76bd7d073e40c4","excerpt_chars":1200,"truncated":true,"excerpt":"--- > 📢 **Release Announcement**: All model weights, inference pipelines, and evaluation suites have been fully open-sourced. Full technical details, architectural ablations, and the formal research paper will be updated in an upcoming release. Training code and distillation recipes are available in the [Tencent/EVIE](https://github.com/Tencent/EVIE) repository. --- 🌟 Highlights - **Highest Retrieval Accuracy**: **66.75** nDCG@10 on ViDoRe V3, delivering industry-leading visual document retrieval accuracy. - **High-Capacity 4096D Representations**: Full per-token multi-vector embeddings preserving fine-grained layout, typography, charts, and table structures. - **Teacher Foundation**: Provides capacity-aware relation and margin distillation targets for the lightweight [EVIE-4.5B](https://huggingface.co/tencent/EVIE-4.5B) Prefix-MRL model. - **Multi-Benchmark 138-Task Coverage**: Thoroughly validated across 138 tasks (ViDoRe V1, V2, V3, and JinaVDR) across 4 standard metric families (nDCG, Recall, MAP, MRR @1/5/10). --- 🧠 Architecture & Technical Highlights ```text Query Text ────────► ColQwen3.5 (BiDir Attention) ────► 4096D Per-Token Embeddings │ MaxSim Matching │ Doc Image..."},"evidence_pages":[],"related_signals":[{"id":"27427871-48ae-4aa3-8899-963df7999016","url":"https://onlylabs.fyi/signals/27427871-48ae-4aa3-8899-963df7999016","source_url":"https://huggingface.co/tencent/EVIE-4.5B","title":"tencent/EVIE-4.5B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-09-04T08:54:45+00:00","first_seen_at":"2026-09-08T07:20:09.149803+00:00","date_source":"source"},{"id":"e36f778a-8545-4d78-b3fd-a9da4e9b5298","url":"https://onlylabs.fyi/signals/e36f778a-8545-4d78-b3fd-a9da4e9b5298","source_url":"https://huggingface.co/tencent/Hy4-preview","title":"tencent/Hy4-preview","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-27T08:52:40+00:00","first_seen_at":"2026-08-28T07:20:09.545171+00:00","date_source":"source"},{"id":"621e960e-d945-4a07-81fa-b4c51eec049e","url":"https://onlylabs.fyi/signals/621e960e-d945-4a07-81fa-b4c51eec049e","source_url":"https://huggingface.co/tencent/ContextPilot-E4B","title":"tencent/ContextPilot-E4B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-27T01:07:44+00:00","first_seen_at":"2026-08-31T07:20:09.779852+00:00","date_source":"source"},{"id":"8c62bf15-971c-4ff3-8dbf-df9365629d8d","url":"https://onlylabs.fyi/signals/8c62bf15-971c-4ff3-8dbf-df9365629d8d","source_url":"https://huggingface.co/tencent/ContextPilot-14B","title":"tencent/ContextPilot-14B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-27T01:07:25+00:00","first_seen_at":"2026-08-31T07:20:09.779852+00:00","date_source":"source"},{"id":"4cda8ded-300a-48f7-8fc4-884f42ab3e4a","url":"https://onlylabs.fyi/signals/4cda8ded-300a-48f7-8fc4-884f42ab3e4a","source_url":"https://huggingface.co/tencent/ContextPilot-8B","title":"tencent/ContextPilot-8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-27T01:07:06+00:00","first_seen_at":"2026-08-31T07:20:09.779852+00:00","date_source":"source"},{"id":"76c9863e-a89a-4341-b92e-c8c46490a492","url":"https://onlylabs.fyi/signals/76c9863e-a89a-4341-b92e-c8c46490a492","source_url":"https://huggingface.co/tencent/WeMM-Embedding-9B","title":"tencent/WeMM-Embedding-9B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-25T03:10:55+00:00","first_seen_at":"2026-08-26T07:20:09.577365+00:00","date_source":"source"}]}