{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Learning to reason with LLMs","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a54f4c16-1daa-4d69-a68d-3dac063174de","json_url":"https://onlylabs.fyi/signals/a54f4c16-1daa-4d69-a68d-3dac063174de/signal.json","generated_at":"2026-06-08T15:45:58.134+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a54f4c16-1daa-4d69-a68d-3dac063174de","signal_json":"https://onlylabs.fyi/signals/a54f4c16-1daa-4d69-a68d-3dac063174de/signal.json","source":"https://openai.com/index/learning-to-reason-with-llms","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/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":"OpenAI published Learning to reason with LLMs. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Important reasoning research from OpenAI · Learning to reason with LLMs | OpenAI September 12, 2024 Learning to reason with LLMs Loading… OpenAI o1 ranks in the 89th percentile on competitive programming.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/learning-to-reason-with-llms","source_host":"openai.com","occurred_at":"2024-09-12T10:02:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"openai.com","source":"source"},{"label":"Notability","value":"Important reasoning research from OpenAI","source":"signal"},{"label":"HN","value":"Skepticism about hidden chain-of-thought and closed approach; concerns about transparency and 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environments","text":"Learning to reason with LLMs has watch term RL environments."},{"subject":"Learning to reason with LLMs","predicate":"has watch term","object":"Eval methodology","text":"Learning to reason with LLMs has watch term Eval methodology."},{"subject":"Learning to reason with LLMs","predicate":"has watch term","object":"Infrastructure","text":"Learning to reason with LLMs has watch term Infrastructure."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published Learning to reason with LLMs. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Important reasoning research from OpenAI · Learning to reason with LLMs | OpenAI September 12, 2024 Learning to reason with LLMs Loading… OpenAI o1 ranks in the 89th percentile on competitive programming.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"Learning to reason with LLMs","text":"OpenAI published Learning to reason with LLMs."},{"subject":"Learning to reason with LLMs","predicate":"is classified as","object":"writing signal","text":"Learning to reason with LLMs is classified as writing signal."},{"subject":"Learning to reason with LLMs","predicate":"belongs to","object":"talking desk","text":"Learning to reason with LLMs belongs to talking desk."},{"subject":"Learning to reason with LLMs","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Learning to reason with LLMs has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a54f4c16-1daa-4d69-a68d-3dac063174de","url":"https://onlylabs.fyi/signals/a54f4c16-1daa-4d69-a68d-3dac063174de","json_url":"https://onlylabs.fyi/signals/a54f4c16-1daa-4d69-a68d-3dac063174de/signal.json","source_url":"https://openai.com/index/learning-to-reason-with-llms","title":"Learning to reason with LLMs","summary":"OpenAI 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":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2024-09-12T10:02:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/learning-to-reason-with-llms"]},"facets":{},"traction":{"github_stars":null,"hn_points":1654,"hn_comments":1261,"hn_story_id":"41523070","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://openai.com/index/learning-to-reason-with-llms","final_url":"https://openai.com/index/learning-to-reason-with-llms","title":"Learning to reason with LLMs","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:58.134+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Learning to reason with LLMs | OpenAI September 12, 2024 Learning to reason with LLMs Loading… OpenAI o1 ranks in the 89th percentile on competitive programming questions (Codeforces), places among the top 500 students in the US in a qualifier for the USA Math Olympiad (AIME), and exceeds human PhD-level accuracy on a benchmark of physics, biology, and chemistry problems (GPQA). While the work needed to make this new model as easy to use as current models is still ongoing, we are releasing an early version of this model, OpenAI o1‑preview, for immediate use in ChatGPT and to trusted API users⁠. Our large-scale reinforcement learning algorithm teaches the model how to think productively using its chain of thought in a highly data-efficient training process. We have found that the performance of o1 consistently improves with more reinforcement learning (train-time compute) and with more time spent thinking (test-time compute). The constraints on scaling this approach differ substantially from those of LLM pretraining, and we are continuing to investigate them. o1 performance smoothly improves with both train-time and test-time compute Evals To highlight the reasoning improvement..."},"evidence_pages":[{"url":"https://openai.com/index/learning-to-reason-with-llms","final_url":"https://openai.com/index/learning-to-reason-with-llms","title":"Learning to reason with LLMs","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:58.134+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Learning to reason with LLMs | OpenAI September 12, 2024 Learning to reason with LLMs Loading… OpenAI o1 ranks in the 89th percentile on competitive programming questions (Codeforces), places among the top 500 students in the US in a qualifier for the USA Math Olympiad (AIME), and exceeds human PhD-level accuracy on a benchmark of physics, biology, and chemistry problems (GPQA). 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