{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Writing: Towards Effective Process Supervision in Mathematical Reasoning","description":"Qwen (Alibaba Cloud) writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/388290d9-7b10-4d99-acfa-61fd2b221505","json_url":"https://onlylabs.fyi/signals/388290d9-7b10-4d99-acfa-61fd2b221505/signal.json","generated_at":"2026-06-07T21:16:14.096885+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/388290d9-7b10-4d99-acfa-61fd2b221505","signal_json":"https://onlylabs.fyi/signals/388290d9-7b10-4d99-acfa-61fd2b221505/signal.json","source":"https://qwenlm.github.io/blog/qwen2.5-math-prm/","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":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","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"},{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"Qwen (Alibaba Cloud) published Towards Effective Process Supervision in Mathematical Reasoning. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive research post, not a major release · Towards Effective Process Supervision in Mathematical Reasoning | Qwen We have a new blog! View this page at qwen.ai . This page will automatically redirect in 5.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Infrastructure, Safety and policy in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://qwenlm.github.io/blog/qwen2.5-math-prm/","source_host":"qwenlm.github.io","occurred_at":"2025-01-14T00:00:00.000Z","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"page.visible_date","context":null},"context_markers":[{"label":"Lab","value":"Qwen (Alibaba Cloud)","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"qwenlm.github.io","source":"source"},{"label":"Notability","value":"Substantive research post, not a major release","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"reliability","source":"radar"},{"label":"Matched term","value":"trust","source":"radar"},{"label":"Watch term","value":"Eval 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infrastructure, safety and policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/388290d9-7b10-4d99-acfa-61fd2b221505/signal.json","dossier_json":"https://onlylabs.fyi/labs/qwen/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/qwen/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/qwen/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"analysis_playbook":{"objective":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication 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Mathematical Reasoning\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published","object":"Towards Effective Process Supervision in Mathematical Reasoning","text":"Qwen (Alibaba Cloud) published Towards Effective Process Supervision in Mathematical Reasoning."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"is classified as","object":"writing signal","text":"Towards Effective Process Supervision in Mathematical Reasoning is classified as writing signal."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"belongs to","object":"talking desk","text":"Towards Effective Process Supervision in Mathematical Reasoning belongs to talking desk."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Towards Effective Process Supervision in Mathematical Reasoning has evidence coverage 1 captured evidence page."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"matches data-business lanes","object":"Infrastructure, Safety and policy","text":"Towards Effective Process Supervision in Mathematical Reasoning matches data-business lanes Infrastructure, Safety and policy."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"has captured page count","object":"1","text":"Towards Effective Process Supervision in Mathematical Reasoning has captured page count 1."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"has readable page count","object":"1","text":"Towards Effective Process Supervision in Mathematical Reasoning has readable page count 1."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"has related signal count","object":"6","text":"Towards Effective Process Supervision in Mathematical Reasoning has related signal count 6."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Towards Effective Process Supervision in Mathematical Reasoning has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"has source host","object":"qwenlm.github.io","text":"Towards Effective Process Supervision in Mathematical Reasoning has source host qwenlm.github.io."},{"subject":"Towards Effective Process Supervision in Mathematical Reasoning","predicate":"has lab","object":"Qwen (Alibaba 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive research post, not a major release · Towards Effective Process Supervision in Mathematical Reasoning | Qwen We have a new blog! View this page at qwen.ai . This page will automatically redirect in 5.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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View this page at qwen.ai . This page will automatically redirect in 5 seconds. If you are not redirected automatically, please click the button below. Go Now Towards Effective Process Supervision in Mathematical Reasoning January 14, 2025 · 4 min · 741 words · Qwen Team | Translations: 简体中文 GITHUB HUGGING FACE MODELSCOPE DISCORD Introduction # In recent years, Large Language Models (LLMs) have made remarkable advances in mathematical reasoning, yet they can make mistakes, such as miscalculations or logical errors, leading to wrong conclusions. Moreover, even when achieving correct final answers, these powerful models can still regularly make up plausible reasoning steps, where the final answers build upon flawed calculations or derivations, which undermine the reliability and trustworthiness of LLMs’ reasoning processes. Hence, automated identification of errors in the reasoning process becomes increasingly significant for their scalable oversight. Process Reward Models (PRMs) emerge as a promising approach for process supervision in mathematical reasoning of LLMs, which aim to..."},"evidence_pages":[{"url":"https://qwenlm.github.io/blog/qwen2.5-math-prm/","final_url":"https://qwenlm.github.io/blog/qwen2.5-math-prm/","title":"Towards Effective Process Supervision in Mathematical Reasoning","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-07T21:16:14.096885+00:00","bytes":25935,"raw_path":"fb99e2c16b3705546a37dfbd5b9a3e0968a1b7de76ade9bbfc85d5e9f859f0f9.html","content_hash":"1cdd1c9c378538c0553917394e39a96282ff0a5f0a444f032ca8de4618f0730f","excerpt_chars":1200,"truncated":true,"excerpt":"Towards Effective Process Supervision in Mathematical Reasoning | Qwen We have a new blog! View this page at qwen.ai . This page will automatically redirect in 5 seconds. If you are not redirected automatically, please click the button below. Go Now Towards Effective Process Supervision in Mathematical Reasoning January 14, 2025 · 4 min · 741 words · Qwen Team | Translations: 简体中文 GITHUB HUGGING FACE MODELSCOPE DISCORD Introduction # In recent years, Large Language Models (LLMs) have made remarkable advances in mathematical reasoning, yet they can make mistakes, such as miscalculations or logical errors, leading to wrong conclusions. Moreover, even when achieving correct final answers, these powerful models can still regularly make up plausible reasoning steps, where the final answers build upon flawed calculations or derivations, which undermine the reliability and trustworthiness of LLMs’ reasoning processes. Hence, automated identification of errors in the reasoning process becomes increasingly significant for their scalable oversight. Process Reward Models (PRMs) emerge as a promising approach for process supervision in mathematical reasoning of LLMs, which aim to..."}],"related_signals":[{"id":"54029233-5b0e-4748-aae1-6013ae3553d0","url":"https://onlylabs.fyi/signals/54029233-5b0e-4748-aae1-6013ae3553d0","source_url":"https://qwenlm.github.io/blog/qwen3guard/","title":"Qwen3Guard: Real-time Safety for Your Token Stream","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-09-22T20:00:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"4e64c872-3d4f-4d01-8908-35b65736eb6e","url":"https://onlylabs.fyi/signals/4e64c872-3d4f-4d01-8908-35b65736eb6e","source_url":"https://qwenlm.github.io/blog/qwen-image-edit/","title":"Qwen-Image-Edit: Image Editing with Higher Quality and Efficiency","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-08-18T17:30:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"27bd1b4a-28a4-423c-abb0-e5d24251de65","url":"https://onlylabs.fyi/signals/27bd1b4a-28a4-423c-abb0-e5d24251de65","source_url":"https://qwenlm.github.io/blog/qwen-image/","title":"Qwen-Image: Crafting with Native Text Rendering","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-08-04T14:08:30+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"c662ae5e-1dd9-42a6-8297-87bc670d59ef","url":"https://onlylabs.fyi/signals/c662ae5e-1dd9-42a6-8297-87bc670d59ef","source_url":"https://qwenlm.github.io/blog/gspo/","title":"GSPO: Towards Scalable Reinforcement Learning for Language Models","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-07-27T07:00:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"22c0d58c-5ce1-4d1f-97df-de5ebd764517","url":"https://onlylabs.fyi/signals/22c0d58c-5ce1-4d1f-97df-de5ebd764517","source_url":"https://qwenlm.github.io/blog/qwen-mt/","title":"Qwen-MT: Where Speed Meets Smart Translation","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-07-24T14:00:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"},{"id":"b6e0bdb2-ffd3-4aed-b44b-732a5e0424a5","url":"https://onlylabs.fyi/signals/b6e0bdb2-ffd3-4aed-b44b-732a5e0424a5","source_url":"https://qwenlm.github.io/blog/qwen3-coder/","title":"Qwen3-Coder: Agentic Coding in the World","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-07-22T13:00:00+00:00","first_seen_at":"2026-06-05T05:42:59.088452+00:00","date_source":"rss.item_date"}]}