{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Repo: QwenLM/WorldPM","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/39810015-1db0-4e80-bca3-82ffe34aafb2","json_url":"https://onlylabs.fyi/signals/39810015-1db0-4e80-bca3-82ffe34aafb2/signal.json","generated_at":"2026-06-11T03:59:03.311538+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/39810015-1db0-4e80-bca3-82ffe34aafb2","signal_json":"https://onlylabs.fyi/signals/39810015-1db0-4e80-bca3-82ffe34aafb2/signal.json","source":"https://github.com/QwenLM/WorldPM","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/WorldPM. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo QwenLM/WorldPM · New repo, moderate traction. 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/WorldPM","source_host":"github.com","occurred_at":"2025-05-16T06:59:43+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source","context":null},"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/WorldPM","source":"source"},{"label":"Stars","value":"94","source":"traction"},{"label":"Notability","value":"New repo, moderate traction","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"},{"label":"Watch term","value":"Safety and 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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/39810015-1db0-4e80-bca3-82ffe34aafb2/signal.json","required":true},{"label":"source","url":"https://github.com/QwenLM/WorldPM","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/WorldPM\" for frontier lab strategy."},"semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published repo","object":"QwenLM/WorldPM","text":"Qwen (Alibaba Cloud) published repo QwenLM/WorldPM."},{"subject":"QwenLM/WorldPM","predicate":"is classified as","object":"repo signal","text":"QwenLM/WorldPM is classified as repo signal."},{"subject":"QwenLM/WorldPM","predicate":"belongs to","object":"repos desk","text":"QwenLM/WorldPM belongs to repos desk."},{"subject":"QwenLM/WorldPM","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/WorldPM has evidence coverage 1 captured evidence page."},{"subject":"QwenLM/WorldPM","predicate":"has captured page count","object":"1","text":"QwenLM/WorldPM has captured page count 1."},{"subject":"QwenLM/WorldPM","predicate":"has readable page count","object":"1","text":"QwenLM/WorldPM has readable page count 1."},{"subject":"QwenLM/WorldPM","predicate":"has related signal count","object":"6","text":"QwenLM/WorldPM has related signal count 6."},{"subject":"QwenLM/WorldPM","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/WorldPM 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/WorldPM","predicate":"has source host","object":"github.com","text":"QwenLM/WorldPM has source host github.com."},{"subject":"QwenLM/WorldPM","predicate":"has lab","object":"Qwen (Alibaba Cloud)","text":"QwenLM/WorldPM has lab Qwen (Alibaba Cloud)."},{"subject":"QwenLM/WorldPM","predicate":"has signal desk","object":"repos","text":"QwenLM/WorldPM has signal desk repos."},{"subject":"QwenLM/WorldPM","predicate":"has source host","object":"github.com","text":"QwenLM/WorldPM has source host github.com."},{"subject":"QwenLM/WorldPM","predicate":"has repository","object":"QwenLM/WorldPM","text":"QwenLM/WorldPM has repository QwenLM/WorldPM."},{"subject":"QwenLM/WorldPM","predicate":"has stars","object":"94","text":"QwenLM/WorldPM has stars 94."},{"subject":"QwenLM/WorldPM","predicate":"has notability","object":"New repo, moderate traction","text":"QwenLM/WorldPM has notability New repo, moderate traction."},{"subject":"QwenLM/WorldPM","predicate":"has watch term","object":"Eval methodology","text":"QwenLM/WorldPM has watch term Eval methodology."},{"subject":"QwenLM/WorldPM","predicate":"has watch term","object":"Model card","text":"QwenLM/WorldPM has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"Qwen (Alibaba Cloud) published QwenLM/WorldPM. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo QwenLM/WorldPM · New repo, moderate traction. 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/WorldPM","text":"Qwen (Alibaba Cloud) published repo QwenLM/WorldPM."},{"subject":"QwenLM/WorldPM","predicate":"is classified as","object":"repo signal","text":"QwenLM/WorldPM is classified as repo signal."},{"subject":"QwenLM/WorldPM","predicate":"belongs to","object":"repos desk","text":"QwenLM/WorldPM belongs to repos desk."},{"subject":"QwenLM/WorldPM","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/WorldPM has evidence coverage 1 captured evidence page."}]},"signal":{"id":"39810015-1db0-4e80-bca3-82ffe34aafb2","url":"https://onlylabs.fyi/signals/39810015-1db0-4e80-bca3-82ffe34aafb2","json_url":"https://onlylabs.fyi/signals/39810015-1db0-4e80-bca3-82ffe34aafb2/signal.json","source_url":"https://github.com/QwenLM/WorldPM","title":"QwenLM/WorldPM","summary":"Qwen (Alibaba Cloud) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-05-16T06:59:43+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/WorldPM"]},"facets":{"repo":"QwenLM/WorldPM"},"traction":{"github_stars":94,"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/WorldPM","final_url":"https://github.com/QwenLM/WorldPM","title":"QwenLM/WorldPM repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:03.311538+00:00","bytes":15743,"raw_path":"3285a63c0eb2673632e735eb956d02b4741f40f0147fd037d3024f8772949bb8.json","content_hash":"ba00ff1f062a77e3acd4560884ecff812d093b066ec679f8931c33ef2ef56b0c","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/WorldPM Stars: 94 Forks: 8 Open issues: 4 Created: 2025-05-16T06:59:43Z Pushed: 2025-05-16T14:02:30Z Default branch: main Fork: no Archived: no README: WorldPM 🌍 [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![arXiv](https://img.shields.io/badge/arXiv-2505.10527-b31b1b.svg)](https://arxiv.org/abs/2505.10527) [![GitHub](https://img.shields.io/badge/GitHub-WorldPM-4b32c3?logo=github)](https://github.com/QwenLM/WorldPM) [![Hugging Face](https://img.shields.io/badge/🤗%20Hugging%20Face-yellow)](https://huggingface.co/Qwen/WorldPM-72B) [![ModelScope](https://img.shields.io/badge/🤖%20ModelScope-purple)](https://modelscope.cn/models/Qwen/WorldPM-72B) [English](./README.md) | [中文](./README_CN.md) 📚 Introduction 📄 [WorldPM](https://arxiv.org/abs/2505.10527) (World Preference Modeling) demonstrates that preference modeling follows similar **scaling laws** as language modeling. Through large-scale training on 15M preference data, we reveal that preference models can learn unified preference representations. ![main-loss](http://qianwen-res.oss-accelerate-overseas.aliyuncs.com/WorldPM/main-loss.png) <details>..."},"evidence_pages":[{"url":"https://github.com/QwenLM/WorldPM","final_url":"https://github.com/QwenLM/WorldPM","title":"QwenLM/WorldPM repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:03.311538+00:00","bytes":15743,"raw_path":"3285a63c0eb2673632e735eb956d02b4741f40f0147fd037d3024f8772949bb8.json","content_hash":"ba00ff1f062a77e3acd4560884ecff812d093b066ec679f8931c33ef2ef56b0c","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/WorldPM Stars: 94 Forks: 8 Open issues: 4 Created: 2025-05-16T06:59:43Z Pushed: 2025-05-16T14:02:30Z Default branch: main Fork: no Archived: no README: WorldPM 🌍 [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![arXiv](https://img.shields.io/badge/arXiv-2505.10527-b31b1b.svg)](https://arxiv.org/abs/2505.10527) [![GitHub](https://img.shields.io/badge/GitHub-WorldPM-4b32c3?logo=github)](https://github.com/QwenLM/WorldPM) [![Hugging Face](https://img.shields.io/badge/🤗%20Hugging%20Face-yellow)](https://huggingface.co/Qwen/WorldPM-72B) [![ModelScope](https://img.shields.io/badge/🤖%20ModelScope-purple)](https://modelscope.cn/models/Qwen/WorldPM-72B) [English](./README.md) | [中文](./README_CN.md) 📚 Introduction 📄 [WorldPM](https://arxiv.org/abs/2505.10527) (World Preference Modeling) demonstrates that preference modeling follows similar **scaling laws** as language modeling. Through large-scale training on 15M preference data, we reveal that preference models can learn unified preference representations. ![main-loss](http://qianwen-res.oss-accelerate-overseas.aliyuncs.com/WorldPM/main-loss.png) <details>..."}],"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"}]}