{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Model: inclusionAI/ZwZ-8B","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/b251bbec-4fbe-420b-9108-81b86fd0c69e","json_url":"https://onlylabs.fyi/signals/b251bbec-4fbe-420b-9108-81b86fd0c69e/signal.json","generated_at":"2026-06-11T02:49:44.215624+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/b251bbec-4fbe-420b-9108-81b86fd0c69e","signal_json":"https://onlylabs.fyi/signals/b251bbec-4fbe-420b-9108-81b86fd0c69e/signal.json","source":"https://huggingface.co/inclusionAI/ZwZ-8B","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/ZwZ-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 · 252 HF downloads · Modest model release with low 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/inclusionAI/ZwZ-8B","source_host":"huggingface.co","occurred_at":"2026-02-12T08:52:34+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":"image-text-to-text","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"8.8B","source":"model"},{"label":"Downloads","value":"252","source":"traction"},{"label":"Likes","value":"45","source":"traction"},{"label":"Notability","value":"Modest model release with low traction","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"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"},{"label":"Watch term","value":"Agents and tool use","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/ZwZ-8B/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:49:44.215624+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b251bbec-4fbe-420b-9108-81b86fd0c69e/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/b251bbec-4fbe-420b-9108-81b86fd0c69e/signal.json","required":true},{"label":"source","url":"https://huggingface.co/inclusionAI/ZwZ-8B","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/ZwZ-8B\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/ZwZ-8B","text":"InclusionAI (Ant Group) published model inclusionAI/ZwZ-8B."},{"subject":"inclusionAI/ZwZ-8B","predicate":"is classified as","object":"model signal","text":"inclusionAI/ZwZ-8B is classified as model signal."},{"subject":"inclusionAI/ZwZ-8B","predicate":"belongs to","object":"releases desk","text":"inclusionAI/ZwZ-8B belongs to releases desk."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/ZwZ-8B has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has captured page count","object":"1","text":"inclusionAI/ZwZ-8B has captured page count 1."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has readable page count","object":"1","text":"inclusionAI/ZwZ-8B has readable page count 1."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has related signal count","object":"6","text":"inclusionAI/ZwZ-8B has related signal count 6."},{"subject":"inclusionAI/ZwZ-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":"inclusionAI/ZwZ-8B has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/ZwZ-8B has source host huggingface.co."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/ZwZ-8B has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has signal desk","object":"releases","text":"inclusionAI/ZwZ-8B has signal desk releases."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/ZwZ-8B has source host huggingface.co."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has task","object":"image-text-to-text","text":"inclusionAI/ZwZ-8B has task image-text-to-text."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has license","object":"apache-2.0","text":"inclusionAI/ZwZ-8B has license apache-2.0."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has library","object":"transformers","text":"inclusionAI/ZwZ-8B has library transformers."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has params","object":"8.8B","text":"inclusionAI/ZwZ-8B has params 8.8B."},{"subject":"inclusionAI/ZwZ-8B","predicate":"has downloads","object":"252","text":"inclusionAI/ZwZ-8B has downloads 252."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/ZwZ-8B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. 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It is trained using **Region-to-Image Distillation (R2I)** combined with reinforcement learning, enabling superior fine-grained visual understanding in a single forward pass — no inference-time zooming or tool calling required. ZwZ-8B achieves state-of-the-art performance on fine-grained perception benchmarks among open-source models of comparable size, while also demonstrating strong out-of-distribution generalization on visual reasoning, GUI agent, and AIGC detection tasks. <div style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;max-width:780px;margin:0 auto;padding:12px 0\"> <p..."},"evidence_pages":[{"url":"https://huggingface.co/inclusionAI/ZwZ-8B/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/ZwZ-8B/raw/main/README.md","title":"inclusionAI/ZwZ-8B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:44.215624+00:00","bytes":34144,"raw_path":"3079fb2ea282e511511030acd78054419ea84534ee96d7214021d4712134482a.md","content_hash":"3b27c948e68b2b6f013e5f1d76464226c3ea380939187051920b8fb5c1fe63c4","excerpt_chars":1200,"truncated":true,"excerpt":"--- base_model: - Qwen/Qwen3-VL-8B-Instruct datasets: - inclusionAI/ZwZ-RL-VQA - inclusionAI/ZoomBench language: - en license: apache-2.0 library_name: transformers pipeline_tag: image-text-to-text --- ZwZ-8B <div align=\"center\"> 📃 [Paper](https://arxiv.org/pdf/2602.11858) | 🏠 [Project](https://github.com/inclusionAI/Zooming-without-Zooming) | 🤗 [Collection](https://huggingface.co/collections/inclusionAI/zooming-without-zooming) </div> Model Summary **ZwZ-8B** is a fine-grained multimodal perception model built upon [Qwen3-VL-8B](https://huggingface.co/Qwen/Qwen3-VL-8B). It is trained using **Region-to-Image Distillation (R2I)** combined with reinforcement learning, enabling superior fine-grained visual understanding in a single forward pass — no inference-time zooming or tool calling required. ZwZ-8B achieves state-of-the-art performance on fine-grained perception benchmarks among open-source models of comparable size, while also demonstrating strong out-of-distribution generalization on visual reasoning, GUI agent, and AIGC detection tasks. <div style=\"font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;max-width:780px;margin:0 auto;padding:12px 0\"> <p..."}],"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"}]}