{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Model: inclusionAI/LLaDA2.1-mini","description":"InclusionAI (Ant Group) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6c465dc0-9f4d-4682-906a-2fbdc717e82e","json_url":"https://onlylabs.fyi/signals/6c465dc0-9f4d-4682-906a-2fbdc717e82e/signal.json","generated_at":"2026-06-11T02:49:44.897127+00:00","org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/inclusionai","dossier_json_url":"https://onlylabs.fyi/labs/inclusionai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6c465dc0-9f4d-4682-906a-2fbdc717e82e","signal_json":"https://onlylabs.fyi/signals/6c465dc0-9f4d-4682-906a-2fbdc717e82e/signal.json","source":"https://huggingface.co/inclusionAI/LLaDA2.1-mini","lab_dossier":"https://onlylabs.fyi/labs/inclusionai","lab_dossier_json":"https://onlylabs.fyi/labs/inclusionai/dossier.json","analysis":"https://onlylabs.fyi/analysis/inclusionai","analysis_json":"https://onlylabs.fyi/analysis/inclusionai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/inclusionai/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"InclusionAI (Ant Group) published inclusionAI/LLaDA2.1-mini. 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High-signal details: license apache-2.0 · 15.2K HF downloads · Notable mini model with solid downloads. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/inclusionAI/LLaDA2.1-mini","source_host":"huggingface.co","occurred_at":"2026-02-09T07:27:07+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"InclusionAI (Ant Group)","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":"16.3B","source":"model"},{"label":"Downloads","value":"15.2K","source":"traction"},{"label":"Likes","value":"125","source":"traction"},{"label":"Notability","value":"Notable mini model with solid downloads","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"}],"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/inclusionAI/LLaDA2.1-mini/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:49:44.897127+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6c465dc0-9f4d-4682-906a-2fbdc717e82e/signal.json","dossier_json":"https://onlylabs.fyi/labs/inclusionai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/inclusionai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/inclusionai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/6c465dc0-9f4d-4682-906a-2fbdc717e82e/signal.json","required":true},{"label":"source","url":"https://huggingface.co/inclusionAI/LLaDA2.1-mini","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/inclusionai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/inclusionai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","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 InclusionAI (Ant Group)'s model signal \"inclusionAI/LLaDA2.1-mini\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/LLaDA2.1-mini","text":"InclusionAI (Ant Group) published model inclusionAI/LLaDA2.1-mini."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"is classified as","object":"model signal","text":"inclusionAI/LLaDA2.1-mini is classified as model signal."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"belongs to","object":"releases desk","text":"inclusionAI/LLaDA2.1-mini belongs to releases desk."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/LLaDA2.1-mini has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has captured page count","object":"1","text":"inclusionAI/LLaDA2.1-mini has captured page count 1."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has readable page count","object":"1","text":"inclusionAI/LLaDA2.1-mini has readable page count 1."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has related signal count","object":"6","text":"inclusionAI/LLaDA2.1-mini has related signal count 6."},{"subject":"inclusionAI/LLaDA2.1-mini","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":"inclusionAI/LLaDA2.1-mini has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/LLaDA2.1-mini has source host huggingface.co."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/LLaDA2.1-mini has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has signal desk","object":"releases","text":"inclusionAI/LLaDA2.1-mini has signal desk releases."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/LLaDA2.1-mini has source host huggingface.co."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has task","object":"text-generation","text":"inclusionAI/LLaDA2.1-mini has task text-generation."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has license","object":"apache-2.0","text":"inclusionAI/LLaDA2.1-mini has license apache-2.0."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has library","object":"transformers","text":"inclusionAI/LLaDA2.1-mini has library transformers."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has params","object":"16.3B","text":"inclusionAI/LLaDA2.1-mini has params 16.3B."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has downloads","object":"15.2K","text":"inclusionAI/LLaDA2.1-mini has downloads 15.2K."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/LLaDA2.1-mini. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 15.2K HF downloads · Notable mini model with solid downloads. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/LLaDA2.1-mini","text":"InclusionAI (Ant Group) published model inclusionAI/LLaDA2.1-mini."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"is classified as","object":"model signal","text":"inclusionAI/LLaDA2.1-mini is classified as model signal."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"belongs to","object":"releases desk","text":"inclusionAI/LLaDA2.1-mini belongs to releases desk."},{"subject":"inclusionAI/LLaDA2.1-mini","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/LLaDA2.1-mini has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6c465dc0-9f4d-4682-906a-2fbdc717e82e","url":"https://onlylabs.fyi/signals/6c465dc0-9f4d-4682-906a-2fbdc717e82e","json_url":"https://onlylabs.fyi/signals/6c465dc0-9f4d-4682-906a-2fbdc717e82e/signal.json","source_url":"https://huggingface.co/inclusionAI/LLaDA2.1-mini","title":"inclusionAI/LLaDA2.1-mini","summary":"InclusionAI (Ant Group) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-02-09T07:27:07+00:00","first_seen_at":"2026-06-06T01:49:59.745196+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/inclusionAI/LLaDA2.1-mini/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":15190,"hf_likes":125},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/inclusionAI/LLaDA2.1-mini/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/LLaDA2.1-mini/raw/main/README.md","title":"inclusionAI/LLaDA2.1-mini model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:44.897127+00:00","bytes":14845,"raw_path":"94ab311395c78b2740026b906ae4629e54db2126c03a4f21a13fcff195814ec2.md","content_hash":"b96541953be3008e0031c20058de32705fda65a3a62d0a5ed0eaf725a299c69b","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 library_name: transformers tags: - dllm - diffusion - llm - text_generation --- LLaDA2.1-mini 🚀 **LLaDA2.1-flash** is now live on **ZenmuxAI**! Try it via API 🛠️ or Chat 💬: https://zenmux.ai/inclusionai/llada2.1-flash **LLaDA2.1-mini** is a diffusion language model of the LLaDA series featuring the editing enhancement. It significantly improves inference speed while delivering strong task performance. <div align=\"center\"> <img src=\"https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*uOo8QKQMiBwAAAAAgNAAAAgAemJ7AQ/original\" width=\"800\" /> </div> <div align=\"center\"> <img src=\"https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*biwvQpCmKjEAAAAAULAAAAgAemJ7AQ/original\" width=\"800\" /> </div> --- Model Performance <table> <thead> <tr> <th align=\"left\"><b>Benchmark</b></th> <th align=\"center\"><b>Qwen3-8B<br>(no_think)</b><br><sub>(Score)</sub></th> <th align=\"center\"><b>Ling-mini-2.0</b><br><br><sub>(Score)</sub></th> <th align=\"center\"><b>LLaDA2.0-mini</b><br><br><sub>(Score | TPF)</sub></th> <th align=\"center\"><b>LLaDA2.1-mini<br>(S Mode)</b><br><sub>(Score | TPF)</sub></th> <th align=\"center\"><b>LLaDA2.1-mini<br>(Q Mode)</b><br><sub>(Score |..."},"evidence_pages":[{"url":"https://huggingface.co/inclusionAI/LLaDA2.1-mini/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/LLaDA2.1-mini/raw/main/README.md","title":"inclusionAI/LLaDA2.1-mini model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:44.897127+00:00","bytes":14845,"raw_path":"94ab311395c78b2740026b906ae4629e54db2126c03a4f21a13fcff195814ec2.md","content_hash":"b96541953be3008e0031c20058de32705fda65a3a62d0a5ed0eaf725a299c69b","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 library_name: transformers tags: - dllm - diffusion - llm - text_generation --- LLaDA2.1-mini 🚀 **LLaDA2.1-flash** is now live on **ZenmuxAI**! Try it via API 🛠️ or Chat 💬: https://zenmux.ai/inclusionai/llada2.1-flash **LLaDA2.1-mini** is a diffusion language model of the LLaDA series featuring the editing enhancement. It significantly improves inference speed while delivering strong task performance. <div align=\"center\"> <img src=\"https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*uOo8QKQMiBwAAAAAgNAAAAgAemJ7AQ/original\" width=\"800\" /> </div> <div align=\"center\"> <img src=\"https://mdn.alipayobjects.com/huamei_qa8qxu/afts/img/A*biwvQpCmKjEAAAAAULAAAAgAemJ7AQ/original\" width=\"800\" /> </div> --- Model Performance <table> <thead> <tr> <th align=\"left\"><b>Benchmark</b></th> <th align=\"center\"><b>Qwen3-8B<br>(no_think)</b><br><sub>(Score)</sub></th> <th align=\"center\"><b>Ling-mini-2.0</b><br><br><sub>(Score)</sub></th> <th align=\"center\"><b>LLaDA2.0-mini</b><br><br><sub>(Score | TPF)</sub></th> <th align=\"center\"><b>LLaDA2.1-mini<br>(S Mode)</b><br><sub>(Score | TPF)</sub></th> <th align=\"center\"><b>LLaDA2.1-mini<br>(Q Mode)</b><br><sub>(Score |..."}],"related_signals":[{"id":"107f41df-b146-4e20-b2f3-fe20b0beba2f","url":"https://onlylabs.fyi/signals/107f41df-b146-4e20-b2f3-fe20b0beba2f","source_url":"https://huggingface.co/inclusionAI/ARGenSeg-8B","title":"inclusionAI/ARGenSeg-8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-15T02:33:52+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"dde86c8e-76c3-4d1e-83d6-49cf5c3f4ffb","url":"https://onlylabs.fyi/signals/dde86c8e-76c3-4d1e-83d6-49cf5c3f4ffb","source_url":"https://huggingface.co/inclusionAI/Ring-2.6-1T","title":"inclusionAI/Ring-2.6-1T","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-14T08:10:02+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"d6c4a960-010a-4ca7-8e50-d0daac87bfaf","url":"https://onlylabs.fyi/signals/d6c4a960-010a-4ca7-8e50-d0daac87bfaf","source_url":"https://huggingface.co/inclusionAI/LLaDA2.0-Uni-FP8","title":"inclusionAI/LLaDA2.0-Uni-FP8","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-06T08:03:43+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"d56c53e5-d719-424a-964b-24995a3277c7","url":"https://onlylabs.fyi/signals/d56c53e5-d719-424a-964b-24995a3277c7","source_url":"https://huggingface.co/inclusionAI/Ling-2.6-1T","title":"inclusionAI/Ling-2.6-1T","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-29T03:19:36+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"5f271d7b-0454-436e-b047-20873d891685","url":"https://onlylabs.fyi/signals/5f271d7b-0454-436e-b047-20873d891685","source_url":"https://huggingface.co/inclusionAI/Ling-2.6-flash","title":"inclusionAI/Ling-2.6-flash","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-28T03:27:56+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"},{"id":"34bceb00-128e-426c-9c45-ec7f6b585baa","url":"https://onlylabs.fyi/signals/34bceb00-128e-426c-9c45-ec7f6b585baa","source_url":"https://huggingface.co/inclusionAI/LLaDA2.0-Uni","title":"inclusionAI/LLaDA2.0-Uni","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-22T17:10:47+00:00","first_seen_at":"2026-06-06T01:49:59.745196+00:00","date_source":"source"}]}