{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Model: inclusionAI/Ling-3.0-flash-UBTree","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/6617897e-54b9-49fc-ae6b-962a0c4aac89","json_url":"https://onlylabs.fyi/signals/6617897e-54b9-49fc-ae6b-962a0c4aac89/signal.json","generated_at":"2026-10-24T20:20:39.167Z","evidence_latest_fetched_at":"2026-10-22T07:20:25.739732+00:00","signal_first_seen_at":"2026-10-22T07:20:10.304155+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/6617897e-54b9-49fc-ae6b-962a0c4aac89","signal_json":"https://onlylabs.fyi/signals/6617897e-54b9-49fc-ae6b-962a0c4aac89/signal.json","source":"https://huggingface.co/inclusionAI/Ling-3.0-flash-UBTree","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/Ling-3.0-flash-UBTree. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 72 HF downloads · Efficient multilingual language model variant by InclusionAI.. 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/Ling-3.0-flash-UBTree","source_host":"huggingface.co","occurred_at":"2026-10-14T10:39:01+00:00","first_seen_at":"2026-10-22T07:20:10.304155+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":"mit","source":"model"},{"label":"Library","value":"sglang","source":"model"},{"label":"Params","value":"482M","source":"model"},{"label":"Downloads","value":"72","source":"traction"},{"label":"Likes","value":"10","source":"traction"},{"label":"Context","value":"Efficient multilingual language model variant by InclusionAI.","source":"signal"},{"label":"Notability","value":"Low traction, minor model release","source":"signal"},{"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/inclusionAI/Ling-3.0-flash-UBTree/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-22T07:20:25.739732+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6617897e-54b9-49fc-ae6b-962a0c4aac89/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/6617897e-54b9-49fc-ae6b-962a0c4aac89/signal.json","required":true},{"label":"source","url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-UBTree","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/Ling-3.0-flash-UBTree\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/Ling-3.0-flash-UBTree","text":"InclusionAI (Ant Group) published model inclusionAI/Ling-3.0-flash-UBTree."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"is classified as","object":"model signal","text":"inclusionAI/Ling-3.0-flash-UBTree is classified as model signal."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Ling-3.0-flash-UBTree belongs to releases desk."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling-3.0-flash-UBTree has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has captured page count","object":"1","text":"inclusionAI/Ling-3.0-flash-UBTree has captured page count 1."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has readable page count","object":"1","text":"inclusionAI/Ling-3.0-flash-UBTree has readable page count 1."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has related signal count","object":"6","text":"inclusionAI/Ling-3.0-flash-UBTree has related signal count 6."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","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/Ling-3.0-flash-UBTree has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/Ling-3.0-flash-UBTree has source host huggingface.co."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Ling-3.0-flash-UBTree has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has signal desk","object":"releases","text":"inclusionAI/Ling-3.0-flash-UBTree has signal desk releases."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/Ling-3.0-flash-UBTree has source host huggingface.co."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has task","object":"text-generation","text":"inclusionAI/Ling-3.0-flash-UBTree has task text-generation."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has license","object":"mit","text":"inclusionAI/Ling-3.0-flash-UBTree has license mit."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has library","object":"sglang","text":"inclusionAI/Ling-3.0-flash-UBTree has library sglang."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has params","object":"482M","text":"inclusionAI/Ling-3.0-flash-UBTree has params 482M."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has downloads","object":"72","text":"inclusionAI/Ling-3.0-flash-UBTree has downloads 72."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/Ling-3.0-flash-UBTree. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 72 HF downloads · Efficient multilingual language model variant by InclusionAI.. 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/Ling-3.0-flash-UBTree","text":"InclusionAI (Ant Group) published model inclusionAI/Ling-3.0-flash-UBTree."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"is classified as","object":"model signal","text":"inclusionAI/Ling-3.0-flash-UBTree is classified as model signal."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Ling-3.0-flash-UBTree belongs to releases desk."},{"subject":"inclusionAI/Ling-3.0-flash-UBTree","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling-3.0-flash-UBTree has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6617897e-54b9-49fc-ae6b-962a0c4aac89","url":"https://onlylabs.fyi/signals/6617897e-54b9-49fc-ae6b-962a0c4aac89","json_url":"https://onlylabs.fyi/signals/6617897e-54b9-49fc-ae6b-962a0c4aac89/signal.json","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-UBTree","title":"inclusionAI/Ling-3.0-flash-UBTree","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":"2026-10-14T10:39:01+00:00","first_seen_at":"2026-10-22T07:20:10.304155+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/Ling-3.0-flash-UBTree/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":72,"hf_likes":10},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-UBTree/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-UBTree/raw/main/README.md","title":"inclusionAI/Ling-3.0-flash-UBTree model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-10-22T07:20:25.739732+00:00","bytes":4517,"raw_path":"fced06c0f099f9b444ab81fed27cb92216bf6a0605d97fb4e889e9af95e79f2e.md","content_hash":"23667aa41792d9ac7ae293e27ce3d4a749c7566d128384822a2041e9b3b5820f","excerpt_chars":1200,"truncated":true,"excerpt":"Ling3-Flash-UBTree-B16 [Paper](https://arxiv.org/abs/2609.39972) · [Target model](https://huggingface.co/inclusionAI/Ling-3.0-flash) **Ling3-Flash-UBTree-B16** is a UBTree speculative-decoding draft model for [inclusionAI/Ling-3.0-flash](https://huggingface.co/inclusionAI/Ling-3.0-flash). It combines a five-layer DFlash backbone with a learned bigram selector to propose multiple candidate continuations for target-model verification. > **SGLang integration — stay tuned!** Our UBTree adaptation for Ling3 has not > yet been released to the open-source SGLang community. Public installation > instructions and serving recipes will be added here when it becomes available. This checkpoint is used alongside the matching target model; it cannot serve as a standalone text-generation model. How UBTree works ![UBTree architecture and tree-native training pipeline](assets/ubtree_pipeline.png) *UBTree pipeline* UBTree pairs a **unigram proposer** with a **bigram selector**: 1. A DFlash backbone proposes candidate tokens for future positions in parallel. 2. The selector scores transitions between adjacent candidates in parallel. 3. Tree construction retains promising branches within a..."},"evidence_pages":[],"related_signals":[{"id":"7117ead3-e0e5-48de-ae8a-197ca9e3c602","url":"https://onlylabs.fyi/signals/7117ead3-e0e5-48de-ae8a-197ca9e3c602","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-tiny-UBTree","title":"inclusionAI/Ling-3.0-tiny-UBTree","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-21T13:49:29+00:00","first_seen_at":"2026-10-22T07:20:10.304155+00:00","date_source":"source"},{"id":"e76ae29d-6f1d-4b5d-a5cd-ac5e58f51710","url":"https://onlylabs.fyi/signals/e76ae29d-6f1d-4b5d-a5cd-ac5e58f51710","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-Sante","title":"inclusionAI/Ling-3.0-flash-Sante","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-19T17:30:04+00:00","first_seen_at":"2026-10-23T07:20:10.030052+00:00","date_source":"source"},{"id":"5e3c225c-c273-45bc-ba74-25f714f052ec","url":"https://onlylabs.fyi/signals/5e3c225c-c273-45bc-ba74-25f714f052ec","source_url":"https://huggingface.co/inclusionAI/Ming-3.0-asr-tiny","title":"inclusionAI/Ming-3.0-asr-tiny","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-14T09:27:09+00:00","first_seen_at":"2026-10-20T07:20:10.951902+00:00","date_source":"source"},{"id":"1e903755-646f-48e8-82e1-705656924756","url":"https://onlylabs.fyi/signals/1e903755-646f-48e8-82e1-705656924756","source_url":"https://huggingface.co/inclusionAI/Ling-3.1-flash","title":"inclusionAI/Ling-3.1-flash","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-13T11:16:41+00:00","first_seen_at":"2026-10-15T07:20:09.997109+00:00","date_source":"source"},{"id":"2ab26065-789d-46e6-b763-a0f93f4d2700","url":"https://onlylabs.fyi/signals/2ab26065-789d-46e6-b763-a0f93f4d2700","source_url":"https://huggingface.co/inclusionAI/LemonDecider","title":"inclusionAI/LemonDecider","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-10-05T04:27:12+00:00","first_seen_at":"2026-10-12T07:20:10.044211+00:00","date_source":"source"},{"id":"386c29d7-e6ca-42a3-9bd4-aee7896d8ed6","url":"https://onlylabs.fyi/signals/386c29d7-e6ca-42a3-9bd4-aee7896d8ed6","source_url":"https://huggingface.co/inclusionAI/AI-Transparency","title":"inclusionAI/AI-Transparency","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-24T08:37:29+00:00","first_seen_at":"2026-09-25T07:20:09.910447+00:00","date_source":"source"}]}