{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Repo: QwenLM/ParScale","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/e855d95e-19b4-454e-951a-13e29b72073c","json_url":"https://onlylabs.fyi/signals/e855d95e-19b4-454e-951a-13e29b72073c/signal.json","generated_at":"2026-06-11T03:59:03.604232+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/e855d95e-19b4-454e-951a-13e29b72073c","signal_json":"https://onlylabs.fyi/signals/e855d95e-19b4-454e-951a-13e29b72073c/signal.json","source":"https://github.com/QwenLM/ParScale","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Qwen (Alibaba Cloud) published QwenLM/ParScale (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/ParScale · language Python · New repo from Qwen team, moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/QwenLM/ParScale","source_host":"github.com","occurred_at":"2025-05-15T09:49:05+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/ParScale","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"478","source":"traction"},{"label":"Notability","value":"New repo from Qwen team, moderate stars","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"inference","source":"radar"},{"label":"Matched term","value":"scaling","source":"radar"},{"label":"Watch 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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?","Which data-business lane explains this signal: Infrastructure?","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 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implications."},"semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published repo","object":"QwenLM/ParScale","text":"Qwen (Alibaba Cloud) published repo QwenLM/ParScale."},{"subject":"QwenLM/ParScale","predicate":"is classified as","object":"repo signal","text":"QwenLM/ParScale is classified as repo signal."},{"subject":"QwenLM/ParScale","predicate":"belongs to","object":"repos desk","text":"QwenLM/ParScale belongs to repos desk."},{"subject":"QwenLM/ParScale","predicate":"has context","object":"Python","text":"QwenLM/ParScale has context Python."},{"subject":"QwenLM/ParScale","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/ParScale has evidence coverage 1 captured evidence page."},{"subject":"QwenLM/ParScale","predicate":"matches data-business lanes","object":"Infrastructure","text":"QwenLM/ParScale matches data-business lanes Infrastructure."},{"subject":"QwenLM/ParScale","predicate":"has captured page count","object":"1","text":"QwenLM/ParScale has captured page count 1."},{"subject":"QwenLM/ParScale","predicate":"has readable page count","object":"1","text":"QwenLM/ParScale has readable page count 1."},{"subject":"QwenLM/ParScale","predicate":"has related signal count","object":"6","text":"QwenLM/ParScale has related signal count 6."},{"subject":"QwenLM/ParScale","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/ParScale 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/ParScale","predicate":"has source host","object":"github.com","text":"QwenLM/ParScale has source host github.com."},{"subject":"QwenLM/ParScale","predicate":"has lab","object":"Qwen (Alibaba Cloud)","text":"QwenLM/ParScale has lab Qwen (Alibaba Cloud)."},{"subject":"QwenLM/ParScale","predicate":"has signal desk","object":"repos","text":"QwenLM/ParScale has signal desk repos."},{"subject":"QwenLM/ParScale","predicate":"has source host","object":"github.com","text":"QwenLM/ParScale has source host github.com."},{"subject":"QwenLM/ParScale","predicate":"has repository","object":"QwenLM/ParScale","text":"QwenLM/ParScale has repository QwenLM/ParScale."},{"subject":"QwenLM/ParScale","predicate":"has language","object":"Python","text":"QwenLM/ParScale has language Python."},{"subject":"QwenLM/ParScale","predicate":"has stars","object":"478","text":"QwenLM/ParScale has stars 478."},{"subject":"QwenLM/ParScale","predicate":"has notability","object":"New repo from Qwen team, moderate stars","text":"QwenLM/ParScale has notability New repo from Qwen team, moderate stars."},{"subject":"QwenLM/ParScale","predicate":"has radar lane","object":"Infrastructure","text":"QwenLM/ParScale has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Qwen (Alibaba Cloud) published QwenLM/ParScale (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/ParScale · language Python · New repo from Qwen team, moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published repo","object":"QwenLM/ParScale","text":"Qwen (Alibaba Cloud) published repo QwenLM/ParScale."},{"subject":"QwenLM/ParScale","predicate":"is classified as","object":"repo signal","text":"QwenLM/ParScale is classified as repo signal."},{"subject":"QwenLM/ParScale","predicate":"belongs to","object":"repos desk","text":"QwenLM/ParScale belongs to repos desk."},{"subject":"QwenLM/ParScale","predicate":"has context","object":"Python","text":"QwenLM/ParScale has context Python."},{"subject":"QwenLM/ParScale","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/ParScale has evidence coverage 1 captured evidence page."},{"subject":"QwenLM/ParScale","predicate":"matches data-business lanes","object":"Infrastructure","text":"QwenLM/ParScale matches data-business lanes Infrastructure."}]},"signal":{"id":"e855d95e-19b4-454e-951a-13e29b72073c","url":"https://onlylabs.fyi/signals/e855d95e-19b4-454e-951a-13e29b72073c","json_url":"https://onlylabs.fyi/signals/e855d95e-19b4-454e-951a-13e29b72073c/signal.json","source_url":"https://github.com/QwenLM/ParScale","title":"QwenLM/ParScale","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":"2025-05-15T09:49:05+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/ParScale"]},"facets":{"repo":"QwenLM/ParScale","language":"Python"},"traction":{"github_stars":478,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":16,"matched_terms":["inference","scaling"],"reason":"Qwen (Alibaba Cloud) has a repo signal matching infrastructure."}},"primary_evidence_page":{"url":"https://github.com/QwenLM/ParScale","final_url":"https://github.com/QwenLM/ParScale","title":"QwenLM/ParScale repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:03.604232+00:00","bytes":17032,"raw_path":"f3c670da9c75568a557e58783fe804ca23702c9675d8456c39f4d2e2631ef1ba.json","content_hash":"3252d1379a97a10f7f7439ac4fa0d39aefc22eeb39427456396ca0d4cd70c775","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/ParScale Description: Parallel Scaling Law for Language Model — Beyond Parameter and Inference Time Scaling Language: Python Stars: 478 Forks: 26 Open issues: 7 Created: 2025-05-15T09:49:05Z Pushed: 2025-05-17T18:06:25Z Default branch: main Fork: no Archived: no README: <div align=\"center\"> Parallel Scaling Law for Language Model _Yet Another Scaling Law beyond Parameters and Inference Time Scaling_ [![Paper](https://img.shields.io/badge/arXiv-2505.10475-red)](https://arxiv.org/abs/2505.10475) [![huggingface](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-FFD21E)](https://huggingface.co/ParScale) <div align=\"center\"> <img src=\"figures/logo.jpg\" style=\"width: 10%;\" /> </div> <p align=\"center\"> 💡&nbsp;<a href=\"#-key-findings\">Key Findings</a> | 📈&nbsp;<a href=\"#-scaling-law\">Scaling Law</a> | ⚡&nbsp;<a href=\"#-cost-analysis\">Cost Analysis</a> | 🔥&nbsp;<a href=\"#-models\">Models</a> | 📚&nbsp;<a href=\"#-citation\">Citation</a> </p> </div> 🌟 About - Most believe that scaling language models requires a heavy cost in either **space** (parameter scaling) or **time** (inference-time scaling). - We introduce the *third* scaling paradigm for scaling LLMs:..."},"evidence_pages":[{"url":"https://github.com/QwenLM/ParScale","final_url":"https://github.com/QwenLM/ParScale","title":"QwenLM/ParScale repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:03.604232+00:00","bytes":17032,"raw_path":"f3c670da9c75568a557e58783fe804ca23702c9675d8456c39f4d2e2631ef1ba.json","content_hash":"3252d1379a97a10f7f7439ac4fa0d39aefc22eeb39427456396ca0d4cd70c775","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/ParScale Description: Parallel Scaling Law for Language Model — Beyond Parameter and Inference Time Scaling Language: Python Stars: 478 Forks: 26 Open issues: 7 Created: 2025-05-15T09:49:05Z Pushed: 2025-05-17T18:06:25Z Default branch: main Fork: no Archived: no README: <div align=\"center\"> Parallel Scaling Law for Language Model _Yet Another Scaling Law beyond Parameters and Inference Time Scaling_ [![Paper](https://img.shields.io/badge/arXiv-2505.10475-red)](https://arxiv.org/abs/2505.10475) [![huggingface](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Models-FFD21E)](https://huggingface.co/ParScale) <div align=\"center\"> <img src=\"figures/logo.jpg\" style=\"width: 10%;\" /> </div> <p align=\"center\"> 💡&nbsp;<a href=\"#-key-findings\">Key Findings</a> | 📈&nbsp;<a href=\"#-scaling-law\">Scaling Law</a> | ⚡&nbsp;<a href=\"#-cost-analysis\">Cost Analysis</a> | 🔥&nbsp;<a href=\"#-models\">Models</a> | 📚&nbsp;<a href=\"#-citation\">Citation</a> </p> </div> 🌟 About - Most believe that scaling language models requires a heavy cost in either **space** (parameter scaling) or **time** (inference-time scaling). - We introduce the *third* scaling paradigm for scaling LLMs:..."}],"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"}]}