{"schema_version":"onlylabs.public_signal.v1","title":"Zhipu AI (GLM) Model: zai-org/GLM-ASR-Nano-2512","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/2addea5d-e5ad-4400-9692-6dcb25cade09","json_url":"https://onlylabs.fyi/signals/2addea5d-e5ad-4400-9692-6dcb25cade09/signal.json","generated_at":"2026-06-11T01:22:42.765988+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/2addea5d-e5ad-4400-9692-6dcb25cade09","signal_json":"https://onlylabs.fyi/signals/2addea5d-e5ad-4400-9692-6dcb25cade09/signal.json","source":"https://huggingface.co/zai-org/GLM-ASR-Nano-2512","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-ASR-Nano-2512. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 118.4K HF downloads · High HF downloads, notable ASR 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-ASR-Nano-2512","source_host":"huggingface.co","occurred_at":"2025-12-09T09:07:41+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":"automatic-speech-recognition","source":"model"},{"label":"License","value":"mit","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"2.3B","source":"model"},{"label":"Downloads","value":"118.4K","source":"traction"},{"label":"Likes","value":"370","source":"traction"},{"label":"Notability","value":"High HF downloads, notable ASR model from Zhipu","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/zai-org/GLM-ASR-Nano-2512/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:22:42.765988+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/2addea5d-e5ad-4400-9692-6dcb25cade09/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/2addea5d-e5ad-4400-9692-6dcb25cade09/signal.json","required":true},{"label":"source","url":"https://huggingface.co/zai-org/GLM-ASR-Nano-2512","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-ASR-Nano-2512\" for frontier lab strategy."},"semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published model","object":"zai-org/GLM-ASR-Nano-2512","text":"Zhipu AI (GLM) published model zai-org/GLM-ASR-Nano-2512."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"is classified as","object":"model signal","text":"zai-org/GLM-ASR-Nano-2512 is classified as model signal."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"belongs to","object":"releases desk","text":"zai-org/GLM-ASR-Nano-2512 belongs to releases desk."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/GLM-ASR-Nano-2512 has evidence coverage 1 captured evidence page."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has captured page count","object":"1","text":"zai-org/GLM-ASR-Nano-2512 has captured page count 1."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has readable page count","object":"1","text":"zai-org/GLM-ASR-Nano-2512 has readable page count 1."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has related signal count","object":"6","text":"zai-org/GLM-ASR-Nano-2512 has related signal count 6."},{"subject":"zai-org/GLM-ASR-Nano-2512","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-ASR-Nano-2512 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-ASR-Nano-2512","predicate":"has source host","object":"huggingface.co","text":"zai-org/GLM-ASR-Nano-2512 has source host huggingface.co."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has lab","object":"Zhipu AI (GLM)","text":"zai-org/GLM-ASR-Nano-2512 has lab Zhipu AI (GLM)."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has signal desk","object":"releases","text":"zai-org/GLM-ASR-Nano-2512 has signal desk releases."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has source host","object":"huggingface.co","text":"zai-org/GLM-ASR-Nano-2512 has source host huggingface.co."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has task","object":"automatic-speech-recognition","text":"zai-org/GLM-ASR-Nano-2512 has task automatic-speech-recognition."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has license","object":"mit","text":"zai-org/GLM-ASR-Nano-2512 has license mit."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has library","object":"transformers","text":"zai-org/GLM-ASR-Nano-2512 has library transformers."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has params","object":"2.3B","text":"zai-org/GLM-ASR-Nano-2512 has params 2.3B."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has downloads","object":"118.4K","text":"zai-org/GLM-ASR-Nano-2512 has downloads 118.4K."}]},"intelligence":{"signal_desk":"releases","answer":"Zhipu AI (GLM) published zai-org/GLM-ASR-Nano-2512. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 118.4K HF downloads · High HF downloads, notable ASR 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-ASR-Nano-2512","text":"Zhipu AI (GLM) published model zai-org/GLM-ASR-Nano-2512."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"is classified as","object":"model signal","text":"zai-org/GLM-ASR-Nano-2512 is classified as model signal."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"belongs to","object":"releases desk","text":"zai-org/GLM-ASR-Nano-2512 belongs to releases desk."},{"subject":"zai-org/GLM-ASR-Nano-2512","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/GLM-ASR-Nano-2512 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2addea5d-e5ad-4400-9692-6dcb25cade09","url":"https://onlylabs.fyi/signals/2addea5d-e5ad-4400-9692-6dcb25cade09","json_url":"https://onlylabs.fyi/signals/2addea5d-e5ad-4400-9692-6dcb25cade09/signal.json","source_url":"https://huggingface.co/zai-org/GLM-ASR-Nano-2512","title":"zai-org/GLM-ASR-Nano-2512","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":"2025-12-09T09:07:41+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-ASR-Nano-2512/raw/main/README.md"]},"facets":{"pipeline_tag":"automatic-speech-recognition","license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":118352,"hf_likes":370},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/zai-org/GLM-ASR-Nano-2512/raw/main/README.md","final_url":"https://huggingface.co/zai-org/GLM-ASR-Nano-2512/raw/main/README.md","title":"zai-org/GLM-ASR-Nano-2512 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T01:22:42.765988+00:00","bytes":4767,"raw_path":"ae1951de024848fafedee777f6dc78afebd46c56e2504c63ee6355184b43d0dc.md","content_hash":"9b959db4a8a0e5cbe79ecfc0939b06cd034ce69a0256de937ec516a1e58408bd","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit language: - en - zh pipeline_tag: automatic-speech-recognition library_name: transformers --- GLM-ASR-Nano-2512 <div align=\"center\"> <img src=https://raw.githubusercontent.com/zai-org/GLM-ASR/refs/heads/main/resources/logo.svg width=\"20%\"/> </div> <p align=\"center\"> 👋 Join our <a href=\"https://raw.githubusercontent.com/zai-org/GLM-ASR/refs/heads/main/resources/wechat.png\" target=\"_blank\">WeChat</a> community </p> Model Introduction **GLM-ASR-Nano-2512** is a robust, open-source speech recognition model with **1.5B parameters**. Designed for real-world complexity, it outperforms OpenAI Whisper V3 on multiple benchmarks while maintaining a compact size. Key capabilities include: * **Exceptional Dialect Support:** Beyond standard Mandarin and English, the model is highly optimized for **Cantonese (粤语)** and other dialects, effectively bridging the gap in dialectal speech recognition. * **Low-Volume Speech Robustness:** Specifically trained for **\"Whisper/Quiet Speech\"** scenarios. It captures and accurately transcribes extremely low-volume audio that traditional models often miss. * **SOTA Performance:** Achieves the **lowest average error rate (4.10)** among..."},"evidence_pages":[{"url":"https://huggingface.co/zai-org/GLM-ASR-Nano-2512/raw/main/README.md","final_url":"https://huggingface.co/zai-org/GLM-ASR-Nano-2512/raw/main/README.md","title":"zai-org/GLM-ASR-Nano-2512 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T01:22:42.765988+00:00","bytes":4767,"raw_path":"ae1951de024848fafedee777f6dc78afebd46c56e2504c63ee6355184b43d0dc.md","content_hash":"9b959db4a8a0e5cbe79ecfc0939b06cd034ce69a0256de937ec516a1e58408bd","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit language: - en - zh pipeline_tag: automatic-speech-recognition library_name: transformers --- GLM-ASR-Nano-2512 <div align=\"center\"> <img src=https://raw.githubusercontent.com/zai-org/GLM-ASR/refs/heads/main/resources/logo.svg width=\"20%\"/> </div> <p align=\"center\"> 👋 Join our <a href=\"https://raw.githubusercontent.com/zai-org/GLM-ASR/refs/heads/main/resources/wechat.png\" target=\"_blank\">WeChat</a> community </p> Model Introduction **GLM-ASR-Nano-2512** is a robust, open-source speech recognition model with **1.5B parameters**. Designed for real-world complexity, it outperforms OpenAI Whisper V3 on multiple benchmarks while maintaining a compact size. Key capabilities include: * **Exceptional Dialect Support:** Beyond standard Mandarin and English, the model is highly optimized for **Cantonese (粤语)** and other dialects, effectively bridging the gap in dialectal speech recognition. * **Low-Volume Speech Robustness:** Specifically trained for **\"Whisper/Quiet Speech\"** scenarios. It captures and accurately transcribes extremely low-volume audio that traditional models often miss. * **SOTA Performance:** Achieves the **lowest average error rate (4.10)** among..."}],"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":"8ed36a7c-374b-4509-9f39-7362837a795c","url":"https://onlylabs.fyi/signals/8ed36a7c-374b-4509-9f39-7362837a795c","source_url":"https://huggingface.co/zai-org/GLM-OCR","title":"zai-org/GLM-OCR","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"},{"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"}]}