{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Repo: QwenLM/Qwen3-Embedding","description":"Qwen (Alibaba Cloud) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/4a3ea3a0-7663-43b9-b2d0-995d3b5805f7","json_url":"https://onlylabs.fyi/signals/4a3ea3a0-7663-43b9-b2d0-995d3b5805f7/signal.json","generated_at":"2026-06-11T03:59:03.174354+00:00","org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/qwen","dossier_json_url":"https://onlylabs.fyi/labs/qwen/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4a3ea3a0-7663-43b9-b2d0-995d3b5805f7","signal_json":"https://onlylabs.fyi/signals/4a3ea3a0-7663-43b9-b2d0-995d3b5805f7/signal.json","source":"https://github.com/QwenLM/Qwen3-Embedding","lab_dossier":"https://onlylabs.fyi/labs/qwen","lab_dossier_json":"https://onlylabs.fyi/labs/qwen/dossier.json","analysis":"https://onlylabs.fyi/analysis/qwen","analysis_json":"https://onlylabs.fyi/analysis/qwen/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/qwen/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Qwen (Alibaba Cloud) published QwenLM/Qwen3-Embedding (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo QwenLM/Qwen3-Embedding · language Python · Notable embedding model from Qwen, decent stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/QwenLM/Qwen3-Embedding","source_host":"github.com","occurred_at":"2025-06-05T08:07:26+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Qwen (Alibaba Cloud)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"QwenLM/Qwen3-Embedding","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,954","source":"traction"},{"label":"Notability","value":"Notable embedding model from Qwen, decent stars.","source":"signal"},{"label":"Watch term","value":"Eval 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signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/4a3ea3a0-7663-43b9-b2d0-995d3b5805f7/signal.json","required":true},{"label":"source","url":"https://github.com/QwenLM/Qwen3-Embedding","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/qwen/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/qwen/evidence.json","required":true},{"label":"topic_signals_json","url":null,"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 Qwen (Alibaba Cloud)'s repo signal \"QwenLM/Qwen3-Embedding\" for frontier lab strategy."},"semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published repo","object":"QwenLM/Qwen3-Embedding","text":"Qwen (Alibaba Cloud) published repo QwenLM/Qwen3-Embedding."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"is classified as","object":"repo signal","text":"QwenLM/Qwen3-Embedding is classified as repo signal."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"belongs to","object":"repos desk","text":"QwenLM/Qwen3-Embedding belongs to repos desk."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has context","object":"Python","text":"QwenLM/Qwen3-Embedding has context Python."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/Qwen3-Embedding has evidence coverage 1 captured evidence page."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has captured page count","object":"1","text":"QwenLM/Qwen3-Embedding has captured page count 1."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has readable page count","object":"1","text":"QwenLM/Qwen3-Embedding has readable page count 1."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has related signal count","object":"6","text":"QwenLM/Qwen3-Embedding has related signal count 6."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"QwenLM/Qwen3-Embedding has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has source host","object":"github.com","text":"QwenLM/Qwen3-Embedding has source host github.com."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has lab","object":"Qwen (Alibaba Cloud)","text":"QwenLM/Qwen3-Embedding has lab Qwen (Alibaba Cloud)."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has signal desk","object":"repos","text":"QwenLM/Qwen3-Embedding has signal desk repos."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has source host","object":"github.com","text":"QwenLM/Qwen3-Embedding has source host github.com."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has repository","object":"QwenLM/Qwen3-Embedding","text":"QwenLM/Qwen3-Embedding has repository QwenLM/Qwen3-Embedding."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has language","object":"Python","text":"QwenLM/Qwen3-Embedding has language Python."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has stars","object":"1,954","text":"QwenLM/Qwen3-Embedding has stars 1,954."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has notability","object":"Notable embedding model from Qwen, decent stars.","text":"QwenLM/Qwen3-Embedding has notability Notable embedding model from Qwen, decent stars.."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has watch term","object":"Eval methodology","text":"QwenLM/Qwen3-Embedding has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Qwen (Alibaba Cloud) published QwenLM/Qwen3-Embedding (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo QwenLM/Qwen3-Embedding · language Python · Notable embedding model from Qwen, decent stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published repo","object":"QwenLM/Qwen3-Embedding","text":"Qwen (Alibaba Cloud) published repo QwenLM/Qwen3-Embedding."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"is classified as","object":"repo signal","text":"QwenLM/Qwen3-Embedding is classified as repo signal."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"belongs to","object":"repos desk","text":"QwenLM/Qwen3-Embedding belongs to repos desk."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has context","object":"Python","text":"QwenLM/Qwen3-Embedding has context Python."},{"subject":"QwenLM/Qwen3-Embedding","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/Qwen3-Embedding has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4a3ea3a0-7663-43b9-b2d0-995d3b5805f7","url":"https://onlylabs.fyi/signals/4a3ea3a0-7663-43b9-b2d0-995d3b5805f7","json_url":"https://onlylabs.fyi/signals/4a3ea3a0-7663-43b9-b2d0-995d3b5805f7/signal.json","source_url":"https://github.com/QwenLM/Qwen3-Embedding","title":"QwenLM/Qwen3-Embedding","summary":"Qwen (Alibaba Cloud) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-06-05T08:07:26+00:00","first_seen_at":"2026-06-05T05:42:59.154483+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://github.com/QwenLM/Qwen3-Embedding"]},"facets":{"repo":"QwenLM/Qwen3-Embedding","language":"Python"},"traction":{"github_stars":1954,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/QwenLM/Qwen3-Embedding","final_url":"https://github.com/QwenLM/Qwen3-Embedding","title":"QwenLM/Qwen3-Embedding repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:03.174354+00:00","bytes":31711,"raw_path":"d92a1223d1c07cf8545a7e38334c5d32eece6efed17a7192bc92ce3ac98af8aa.json","content_hash":"870183aeb0cacec610269d28894bab8db7465fe4faf583c6e5859c7848f99ef4","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/Qwen3-Embedding Language: Python Stars: 1954 Forks: 123 Open issues: 133 Created: 2025-06-05T08:07:26Z Pushed: 2025-09-30T06:10:27Z Default branch: main Fork: no Archived: no README: <p align=\"center\"> <img src=\"https://qianwen-res.oss-accelerate.aliyuncs.com/logo_qwen_embedding.png\" width=\"400\"/> <p> <p align=\"center\"> &nbsp&nbsp <a href=\"https://huggingface.co/collections/Qwen/qwen3-embedding-6841b2055b99c44d9a4c371f\">Huggingface</a>&nbsp&nbsp | &nbsp&nbsp <a href=\"https://modelscope.cn/collections/Qwen3-Embedding-3edc3762d50f48\">ModelScope</a>&nbsp&nbsp | &nbsp&nbsp <a href=\"https://qwenlm.github.io/blog/qwen3-embedding/\">Blog</a> &nbsp&nbsp | &nbsp&nbsp <a href=\"https://arxiv.org/abs/2506.05176\">Arxiv</a> &nbsp&nbsp | &nbsp&nbsp <a href=\"https://bailian.console.aliyun.com/?tab=model#/model-market/detail/text-embedding-v4\">API</a> ｜ &nbsp&nbsp <a href=\"https://discord.gg/yPEP2vHTu4\">Discord</a> </p> Qwen3 Embedding Highlights The Qwen3 Embedding model series is the latest proprietary model of the Qwen family, specifically designed for text embedding and ranking tasks. Building upon the dense foundational models of the Qwen3 series, it provides a comprehensive range of..."},"evidence_pages":[{"url":"https://github.com/QwenLM/Qwen3-Embedding","final_url":"https://github.com/QwenLM/Qwen3-Embedding","title":"QwenLM/Qwen3-Embedding repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:03.174354+00:00","bytes":31711,"raw_path":"d92a1223d1c07cf8545a7e38334c5d32eece6efed17a7192bc92ce3ac98af8aa.json","content_hash":"870183aeb0cacec610269d28894bab8db7465fe4faf583c6e5859c7848f99ef4","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/Qwen3-Embedding Language: Python Stars: 1954 Forks: 123 Open issues: 133 Created: 2025-06-05T08:07:26Z Pushed: 2025-09-30T06:10:27Z Default branch: main Fork: no Archived: no README: <p align=\"center\"> <img src=\"https://qianwen-res.oss-accelerate.aliyuncs.com/logo_qwen_embedding.png\" width=\"400\"/> <p> <p align=\"center\"> &nbsp&nbsp <a href=\"https://huggingface.co/collections/Qwen/qwen3-embedding-6841b2055b99c44d9a4c371f\">Huggingface</a>&nbsp&nbsp | &nbsp&nbsp <a href=\"https://modelscope.cn/collections/Qwen3-Embedding-3edc3762d50f48\">ModelScope</a>&nbsp&nbsp | &nbsp&nbsp <a href=\"https://qwenlm.github.io/blog/qwen3-embedding/\">Blog</a> &nbsp&nbsp | &nbsp&nbsp <a href=\"https://arxiv.org/abs/2506.05176\">Arxiv</a> &nbsp&nbsp | &nbsp&nbsp <a href=\"https://bailian.console.aliyun.com/?tab=model#/model-market/detail/text-embedding-v4\">API</a> ｜ &nbsp&nbsp <a href=\"https://discord.gg/yPEP2vHTu4\">Discord</a> </p> Qwen3 Embedding Highlights The Qwen3 Embedding model series is the latest proprietary model of the Qwen family, specifically designed for text embedding and ranking tasks. Building upon the dense foundational models of the Qwen3 series, it provides a comprehensive range of..."}],"related_signals":[{"id":"cf5152e4-92e2-4b30-8b9c-39fcaa9decd0","url":"https://onlylabs.fyi/signals/cf5152e4-92e2-4b30-8b9c-39fcaa9decd0","source_url":"https://github.com/QwenLM/open-computer-use","title":"QwenLM/open-computer-use","context":"Swift","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-06-01T08:10:48+00:00","first_seen_at":"2026-06-09T07:00:19.904658+00:00","date_source":"source"},{"id":"ed913285-e7b2-4360-9597-781340861ca6","url":"https://onlylabs.fyi/signals/ed913285-e7b2-4360-9597-781340861ca6","source_url":"https://github.com/QwenLM/Qwen-VLA","title":"QwenLM/Qwen-VLA","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-05-28T03:46:53+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"},{"id":"34eb5dfd-321d-4e8f-b0da-49498c12414c","url":"https://onlylabs.fyi/signals/34eb5dfd-321d-4e8f-b0da-49498c12414c","source_url":"https://github.com/QwenLM/Qwen-Image-Bench","title":"QwenLM/Qwen-Image-Bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-05-21T03:41:40+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"},{"id":"95d8ede7-9114-4665-8daa-a0da982f875a","url":"https://onlylabs.fyi/signals/95d8ede7-9114-4665-8daa-a0da982f875a","source_url":"https://github.com/QwenLM/FlashQLA","title":"QwenLM/FlashQLA","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-04-24T09:18:05+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"},{"id":"e8c7f065-45a3-4af3-99ae-0c71de12ade9","url":"https://onlylabs.fyi/signals/e8c7f065-45a3-4af3-99ae-0c71de12ade9","source_url":"https://github.com/QwenLM/WebWorld","title":"QwenLM/WebWorld","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-02-13T14:02:59+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"},{"id":"d44d7358-ccf7-4e31-b8a3-253b62d26b31","url":"https://onlylabs.fyi/signals/d44d7358-ccf7-4e31-b8a3-253b62d26b31","source_url":"https://github.com/QwenLM/RationaleRM","title":"QwenLM/RationaleRM","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-02-02T14:15:02+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"}]}