{"schema_version":"onlylabs.public_signal.v1","title":"Zhipu AI (GLM) Model: zai-org/GLM-OCR","description":"Zhipu AI (GLM) model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c","json_url":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c/signal.json","generated_at":"2026-06-11T01:22:41.647417+00:00","org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/zhipu","dossier_json_url":"https://onlylabs.fyi/labs/zhipu/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c","signal_json":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c/signal.json","source":"https://huggingface.co/zai-org/GLM-OCR","lab_dossier":"https://onlylabs.fyi/labs/zhipu","lab_dossier_json":"https://onlylabs.fyi/labs/zhipu/dossier.json","analysis":"https://onlylabs.fyi/analysis/zhipu","analysis_json":"https://onlylabs.fyi/analysis/zhipu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/zhipu/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":"Zhipu AI (GLM) published zai-org/GLM-OCR. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 3.6M HF downloads · Very high HF downloads, notable model from Zhipu. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/zai-org/GLM-OCR","source_host":"huggingface.co","occurred_at":"2026-01-30T04:24:21+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Zhipu AI (GLM)","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":"mit","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"1.3B","source":"model"},{"label":"Downloads","value":"3.6M","source":"traction"},{"label":"Likes","value":"1.8K","source":"traction"},{"label":"Notability","value":"Very high HF downloads, notable model from Zhipu","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":"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/zai-org/GLM-OCR/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:22:41.647417+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c/signal.json","dossier_json":"https://onlylabs.fyi/labs/zhipu/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/zhipu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/zhipu/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/8ed36a7c-374b-4509-9f39-7362837a795c/signal.json","required":true},{"label":"source","url":"https://huggingface.co/zai-org/GLM-OCR","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/zhipu/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/zhipu/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 Zhipu AI (GLM)'s model signal \"zai-org/GLM-OCR\" for frontier lab strategy."},"semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published model","object":"zai-org/GLM-OCR","text":"Zhipu AI (GLM) published model zai-org/GLM-OCR."},{"subject":"zai-org/GLM-OCR","predicate":"is classified as","object":"model signal","text":"zai-org/GLM-OCR is classified as model signal."},{"subject":"zai-org/GLM-OCR","predicate":"belongs to","object":"releases desk","text":"zai-org/GLM-OCR belongs to releases desk."},{"subject":"zai-org/GLM-OCR","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/GLM-OCR has evidence coverage 1 captured evidence page."},{"subject":"zai-org/GLM-OCR","predicate":"has captured page count","object":"1","text":"zai-org/GLM-OCR has captured page count 1."},{"subject":"zai-org/GLM-OCR","predicate":"has readable page count","object":"1","text":"zai-org/GLM-OCR has readable page count 1."},{"subject":"zai-org/GLM-OCR","predicate":"has related signal count","object":"6","text":"zai-org/GLM-OCR has related signal count 6."},{"subject":"zai-org/GLM-OCR","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":"zai-org/GLM-OCR has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"zai-org/GLM-OCR","predicate":"has source host","object":"huggingface.co","text":"zai-org/GLM-OCR has source host huggingface.co."},{"subject":"zai-org/GLM-OCR","predicate":"has lab","object":"Zhipu AI (GLM)","text":"zai-org/GLM-OCR has lab Zhipu AI (GLM)."},{"subject":"zai-org/GLM-OCR","predicate":"has signal desk","object":"releases","text":"zai-org/GLM-OCR has signal desk releases."},{"subject":"zai-org/GLM-OCR","predicate":"has source host","object":"huggingface.co","text":"zai-org/GLM-OCR has source host huggingface.co."},{"subject":"zai-org/GLM-OCR","predicate":"has task","object":"image-text-to-text","text":"zai-org/GLM-OCR has task image-text-to-text."},{"subject":"zai-org/GLM-OCR","predicate":"has license","object":"mit","text":"zai-org/GLM-OCR has license mit."},{"subject":"zai-org/GLM-OCR","predicate":"has library","object":"transformers","text":"zai-org/GLM-OCR has library transformers."},{"subject":"zai-org/GLM-OCR","predicate":"has params","object":"1.3B","text":"zai-org/GLM-OCR has params 1.3B."},{"subject":"zai-org/GLM-OCR","predicate":"has downloads","object":"3.6M","text":"zai-org/GLM-OCR has downloads 3.6M."}]},"intelligence":{"signal_desk":"releases","answer":"Zhipu AI (GLM) published zai-org/GLM-OCR. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 3.6M HF downloads · Very high HF downloads, notable model from Zhipu. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published model","object":"zai-org/GLM-OCR","text":"Zhipu AI (GLM) published model zai-org/GLM-OCR."},{"subject":"zai-org/GLM-OCR","predicate":"is classified as","object":"model signal","text":"zai-org/GLM-OCR is classified as model signal."},{"subject":"zai-org/GLM-OCR","predicate":"belongs to","object":"releases desk","text":"zai-org/GLM-OCR belongs to releases desk."},{"subject":"zai-org/GLM-OCR","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/GLM-OCR has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8ed36a7c-374b-4509-9f39-7362837a795c","url":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c","json_url":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c/signal.json","source_url":"https://huggingface.co/zai-org/GLM-OCR","title":"zai-org/GLM-OCR","summary":"Zhipu AI (GLM) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-01-30T04:24:21+00:00","first_seen_at":"2026-06-06T01:49:43.205485+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/zai-org/GLM-OCR/raw/main/README.md"]},"facets":{"pipeline_tag":"image-text-to-text","license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":3607869,"hf_likes":1820},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/zai-org/GLM-OCR/raw/main/README.md","final_url":"https://huggingface.co/zai-org/GLM-OCR/raw/main/README.md","title":"zai-org/GLM-OCR model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T01:22:41.647417+00:00","bytes":8277,"raw_path":"72f950672a2e68755eb6b8b06529b4f60d1d8056b7abe8a3ff636aa7881871ea.md","content_hash":"e8e84b75857428ba5c152b561b5af0e607c991240ecf8dfa31cb616f8a1c61ff","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit language: - zh - en - fr - es - ru - de - ja - ko library_name: transformers --- GLM-OCR <div align=\"center\"> <img src=https://raw.githubusercontent.com/zai-org/GLM-OCR/refs/heads/main/resources/logo.svg width=\"40%\"/> </div> <p align=\"center\"> 👋 Join our <a href=\"https://raw.githubusercontent.com/zai-org/GLM-OCR/refs/heads/main/resources/wechat.jpg\" target=\"_blank\">WeChat</a> and <a href=\"https://discord.gg/QR7SARHRxK\" target=\"_blank\">Discord</a> community <br> 📍 Use GLM-OCR's <a href=\"https://docs.z.ai/guides/vlm/glm-ocr\" target=\"_blank\">API</a> <br> 👉 <a href=\"https://github.com/zai-org/GLM-OCR\" target=\"_blank\">GLM-OCR SDK</a> Recommended <br> 📖 <a href=\"https://arxiv.org/abs/2603.10910\" target=\"_blank\"> Technical Report</a> </p> Introduction GLM-OCR is a multimodal OCR model for complex document understanding, built on the GLM-V encoder–decoder architecture. It introduces Multi-Token Prediction (MTP) loss and stable full-task reinforcement learning to improve training efficiency, recognition accuracy, and generalization. The model integrates the CogViT visual encoder pre-trained on large-scale image–text data, a lightweight cross-modal connector with..."},"evidence_pages":[{"url":"https://huggingface.co/zai-org/GLM-OCR/raw/main/README.md","final_url":"https://huggingface.co/zai-org/GLM-OCR/raw/main/README.md","title":"zai-org/GLM-OCR model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T01:22:41.647417+00:00","bytes":8277,"raw_path":"72f950672a2e68755eb6b8b06529b4f60d1d8056b7abe8a3ff636aa7881871ea.md","content_hash":"e8e84b75857428ba5c152b561b5af0e607c991240ecf8dfa31cb616f8a1c61ff","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit language: - zh - en - fr - es - ru - de - ja - ko library_name: transformers --- GLM-OCR <div align=\"center\"> <img src=https://raw.githubusercontent.com/zai-org/GLM-OCR/refs/heads/main/resources/logo.svg width=\"40%\"/> </div> <p align=\"center\"> 👋 Join our <a href=\"https://raw.githubusercontent.com/zai-org/GLM-OCR/refs/heads/main/resources/wechat.jpg\" target=\"_blank\">WeChat</a> and <a href=\"https://discord.gg/QR7SARHRxK\" target=\"_blank\">Discord</a> community <br> 📍 Use GLM-OCR's <a href=\"https://docs.z.ai/guides/vlm/glm-ocr\" target=\"_blank\">API</a> <br> 👉 <a href=\"https://github.com/zai-org/GLM-OCR\" target=\"_blank\">GLM-OCR SDK</a> Recommended <br> 📖 <a href=\"https://arxiv.org/abs/2603.10910\" target=\"_blank\"> Technical Report</a> </p> Introduction GLM-OCR is a multimodal OCR model for complex document understanding, built on the GLM-V encoder–decoder architecture. It introduces Multi-Token Prediction (MTP) loss and stable full-task reinforcement learning to improve training efficiency, recognition accuracy, and generalization. The model integrates the CogViT visual encoder pre-trained on large-scale image–text data, a lightweight cross-modal connector with..."}],"related_signals":[{"id":"868269e7-f86e-47ba-bdf0-df7043ea921b","url":"https://onlylabs.fyi/signals/868269e7-f86e-47ba-bdf0-df7043ea921b","source_url":"https://huggingface.co/zai-org/SCAIL-2","title":"zai-org/SCAIL-2","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-06-09T07:18:27+00:00","first_seen_at":"2026-06-10T07:00:57.715408+00:00","date_source":"source"},{"id":"f4fb4df8-c759-44a5-bc98-bac22072971f","url":"https://onlylabs.fyi/signals/f4fb4df8-c759-44a5-bc98-bac22072971f","source_url":"https://huggingface.co/zai-org/GLM-5.1","title":"zai-org/GLM-5.1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-04-03T09:28:47+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"72ee3bf6-586a-49e7-8f29-133f219c9fb7","url":"https://onlylabs.fyi/signals/72ee3bf6-586a-49e7-8f29-133f219c9fb7","source_url":"https://huggingface.co/zai-org/GLM-5","title":"zai-org/GLM-5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-02-11T04:55:46+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"4df2cc6a-f8f6-4197-9766-c8ede6451b82","url":"https://onlylabs.fyi/signals/4df2cc6a-f8f6-4197-9766-c8ede6451b82","source_url":"https://huggingface.co/zai-org/GLM-4.7-Flash","title":"zai-org/GLM-4.7-Flash","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-01-19T06:28:10+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"63a74604-38af-4f72-a107-9ed3b5efa558","url":"https://onlylabs.fyi/signals/63a74604-38af-4f72-a107-9ed3b5efa558","source_url":"https://huggingface.co/zai-org/GLM-Image","title":"zai-org/GLM-Image","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-01-08T09:39:56+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"},{"id":"04722f66-05e2-4ba8-862c-2ba6fba5b149","url":"https://onlylabs.fyi/signals/04722f66-05e2-4ba8-862c-2ba6fba5b149","source_url":"https://huggingface.co/zai-org/GLM-4.7","title":"zai-org/GLM-4.7","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2025-12-22T07:45:52+00:00","first_seen_at":"2026-06-06T01:49:43.205485+00:00","date_source":"source"}]}