{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Writing: Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","description":"Anthropic writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/bf65f30e-09ab-4596-8e15-28454c8982f2","json_url":"https://onlylabs.fyi/signals/bf65f30e-09ab-4596-8e15-28454c8982f2/signal.json","generated_at":"2026-06-11T04:18:00.278775+00:00","org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/anthropic","dossier_json_url":"https://onlylabs.fyi/labs/anthropic/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/bf65f30e-09ab-4596-8e15-28454c8982f2","signal_json":"https://onlylabs.fyi/signals/bf65f30e-09ab-4596-8e15-28454c8982f2/signal.json","source":"https://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning","lab_dossier":"https://onlylabs.fyi/labs/anthropic","lab_dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis":"https://onlylabs.fyi/analysis/anthropic","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/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":null},"answer_pack":{"answer":"Anthropic published Question Decomposition Improves The Faithfulness Of Model Generated Reasoning. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Question Decomposition Improves the Faithfulness of Model-Generated Reasoning \\ Anthropic Alignment Research Question Decomposition Improves the Faithfulness of.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning","source_host":"anthropic.com","occurred_at":"2023-07-18T00:00:00.000Z","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"page.visible_date","context":null},"context_markers":[{"label":"Lab","value":"Anthropic","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"anthropic.com","source":"source"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:18:00.278775+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bf65f30e-09ab-4596-8e15-28454c8982f2/signal.json","dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/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":null,"opportunities_json":null},"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 date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/bf65f30e-09ab-4596-8e15-28454c8982f2/signal.json","required":true},{"label":"source","url":"https://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/anthropic/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/anthropic/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/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 Anthropic's writing signal \"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning\" for frontier lab strategy."},"semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","text":"Anthropic published Question Decomposition Improves The Faithfulness Of Model Generated Reasoning."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"is classified as","object":"writing signal","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning is classified as writing signal."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"belongs to","object":"talking desk","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning belongs to talking desk."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has evidence coverage 1 captured evidence page."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has captured page count","object":"1","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has captured page count 1."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has readable page count","object":"1","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has readable page count 1."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has related signal count","object":"6","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has related signal count 6."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated 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":"Question Decomposition Improves The Faithfulness Of Model Generated 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":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has source host","object":"anthropic.com","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has source host anthropic.com."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has lab","object":"Anthropic","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has lab Anthropic."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has signal desk","object":"talking","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has signal desk talking."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has source host","object":"anthropic.com","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has source host anthropic.com."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has watch term","object":"Safety and alignment","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has watch term Safety and alignment."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has watch term","object":"Agents and tool use","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"Anthropic published Question Decomposition Improves The Faithfulness Of Model Generated Reasoning. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Question Decomposition Improves the Faithfulness of Model-Generated Reasoning \\ Anthropic Alignment Research Question Decomposition Improves the Faithfulness of.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","text":"Anthropic published Question Decomposition Improves The Faithfulness Of Model Generated Reasoning."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"is classified as","object":"writing signal","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning is classified as writing signal."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"belongs to","object":"talking desk","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning belongs to talking desk."},{"subject":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bf65f30e-09ab-4596-8e15-28454c8982f2","url":"https://onlylabs.fyi/signals/bf65f30e-09ab-4596-8e15-28454c8982f2","json_url":"https://onlylabs.fyi/signals/bf65f30e-09ab-4596-8e15-28454c8982f2/signal.json","source_url":"https://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning","title":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","summary":"Anthropic published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2023-07-18T00:00:00.000Z","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"page.visible_date","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://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning","final_url":"https://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning","title":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T04:18:00.278775+00:00","bytes":108005,"raw_path":"76aa88e8f675765d55384c05360e80adb7dbfdacfa05d0b763c25d9d1b08aea7.html","content_hash":"9792a9fbfc1039052fb8ee0d6982ae746cf39cf77610b38a53fd054c042f0b96","excerpt_chars":1200,"truncated":true,"excerpt":"Question Decomposition Improves the Faithfulness of Model-Generated Reasoning \\ Anthropic Alignment Research Question Decomposition Improves the Faithfulness of Model-Generated Reasoning Jul 18, 2023 Download Paper Abstract As large language models (LLMs) perform more difficult tasks, it becomes harder to verify the correctness and safety of their behavior. One approach to help with this issue is to prompt LLMs to externalize their reasoning, e.g., by having them generate step-by-step reasoning as they answer a question (Chain-of-Thought; CoT). The reasoning may enable us to check the process that models use to perform tasks. However, this approach relies on the stated reasoning faithfully reflecting the model’s actual reasoning, which is not always the case. To improve over the faithfulness of CoT reasoning, we have models generate reasoning by decomposing questions into subquestions. Decomposition-based methods achieve strong performance on question-answering tasks, sometimes approaching that of CoT while improving the faithfulness of the model’s stated reasoning on several recently-proposed metrics. By forcing the model to answer simpler subquestions in separate contexts, we..."},"evidence_pages":[{"url":"https://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning","final_url":"https://www.anthropic.com/research/question-decomposition-improves-the-faithfulness-of-model-generated-reasoning","title":"Question Decomposition Improves The Faithfulness Of Model Generated Reasoning","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T04:18:00.278775+00:00","bytes":108005,"raw_path":"76aa88e8f675765d55384c05360e80adb7dbfdacfa05d0b763c25d9d1b08aea7.html","content_hash":"9792a9fbfc1039052fb8ee0d6982ae746cf39cf77610b38a53fd054c042f0b96","excerpt_chars":1200,"truncated":true,"excerpt":"Question Decomposition Improves the Faithfulness of Model-Generated Reasoning \\ Anthropic Alignment Research Question Decomposition Improves the Faithfulness of Model-Generated Reasoning Jul 18, 2023 Download Paper Abstract As large language models (LLMs) perform more difficult tasks, it becomes harder to verify the correctness and safety of their behavior. One approach to help with this issue is to prompt LLMs to externalize their reasoning, e.g., by having them generate step-by-step reasoning as they answer a question (Chain-of-Thought; CoT). The reasoning may enable us to check the process that models use to perform tasks. However, this approach relies on the stated reasoning faithfully reflecting the model’s actual reasoning, which is not always the case. To improve over the faithfulness of CoT reasoning, we have models generate reasoning by decomposing questions into subquestions. Decomposition-based methods achieve strong performance on question-answering tasks, sometimes approaching that of CoT while improving the faithfulness of the model’s stated reasoning on several recently-proposed metrics. By forcing the model to answer simpler subquestions in separate contexts, we..."}],"related_signals":[{"id":"6c78c028-3ab4-4b33-86f7-d86c8ba9e3ba","url":"https://onlylabs.fyi/signals/6c78c028-3ab4-4b33-86f7-d86c8ba9e3ba","source_url":"https://www.anthropic.com/research/agents-in-biology","title":"Agents In Biology","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-10T15:16:01+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"2648db51-9d6a-42a9-aece-a0ca5f9ce64f","url":"https://onlylabs.fyi/signals/2648db51-9d6a-42a9-aece-a0ca5f9ce64f","source_url":"https://www.anthropic.com/news/claude-fable-5-mythos-5","title":"Claude Fable 5 Mythos 5","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-09T20:27:50+00:00","first_seen_at":"2026-06-10T07:01:05.666054+00:00","date_source":"sitemap.lastmod"},{"id":"8475487f-45b4-4689-9bc5-8e4c6ca0457d","url":"https://onlylabs.fyi/signals/8475487f-45b4-4689-9bc5-8e4c6ca0457d","source_url":"https://www.anthropic.com/engineering/how-we-contain-claude","title":"How We Contain Claude","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-06T00:28:16+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"e4fbfcdd-15b4-41b9-b011-fd83e7068ae9","url":"https://onlylabs.fyi/signals/e4fbfcdd-15b4-41b9-b011-fd83e7068ae9","source_url":"https://www.anthropic.com/research/making-claude-a-chemist","title":"Making Claude A Chemist","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T20:13:40+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"cc62deba-9682-4751-aa6b-81c3bd7122a0","url":"https://onlylabs.fyi/signals/cc62deba-9682-4751-aa6b-81c3bd7122a0","source_url":"https://www.anthropic.com/research/measuring-agent-autonomy","title":"Measuring Agent Autonomy","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T15:49:18+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"93da14fd-7141-4e17-abd6-1c8d52435c70","url":"https://onlylabs.fyi/signals/93da14fd-7141-4e17-abd6-1c8d52435c70","source_url":"https://www.anthropic.com/research/values-wild","title":"Values Wild","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T15:38:54+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"}]}