{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Prover-Verifier Games improve legibility of language model outputs","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/de6121a8-7aca-4bf2-abba-e4a76d589ce8","json_url":"https://onlylabs.fyi/signals/de6121a8-7aca-4bf2-abba-e4a76d589ce8/signal.json","generated_at":"2026-06-08T15:46:01.161+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/de6121a8-7aca-4bf2-abba-e4a76d589ce8","signal_json":"https://onlylabs.fyi/signals/de6121a8-7aca-4bf2-abba-e4a76d589ce8/signal.json","source":"https://openai.com/index/prover-verifier-games-improve-legibility","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":{"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":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"OpenAI published Prover-Verifier Games improve legibility of language model outputs. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Notable research post from OpenAI on LLM interpretability · Prover-Verifier Games improve legibility of language model outputs | OpenAI July 17, 2024 Prover-Verifier Games improve legibility of language model outputs We trained.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Safety and policy, Product and customer in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/prover-verifier-games-improve-legibility","source_host":"openai.com","occurred_at":"2024-07-17T10:00:00+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":"Notable research post from OpenAI on LLM interpretability","source":"signal"},{"label":"HN","value":"Cautious optimism about adversarial LLM training, coupled with skepticism over hype and explainability.","source":"source"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched 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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/de6121a8-7aca-4bf2-abba-e4a76d589ce8/signal.json","required":true},{"label":"source","url":"https://openai.com/index/prover-verifier-games-improve-legibility","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json","required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Notable research post from OpenAI on LLM interpretability · Prover-Verifier Games improve legibility of language model outputs | OpenAI July 17, 2024 Prover-Verifier Games improve legibility of language model outputs We trained.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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Loading… Share Making sure that language models produce understandable text is crucial to making them helpful for people, especially when dealing with complex tasks like solving math problems. We found that when we optimize the problem-solving process of strong models solely for getting the correct answer, the resulting solutions can become harder to understand. In fact, when we asked human evaluators with limited time to assess these highly optimized solutions, they made nearly twice as many errors compared to when they evaluated less optimized solutions. This finding highlights the importance of not just correctness, but also clarity and ease of verification in AI-generated text. By training advanced language models to create text that weaker models can easily verify, we found that humans could also evaluate these texts more effectively – a process we..."},"evidence_pages":[{"url":"https://openai.com/index/prover-verifier-games-improve-legibility","final_url":"https://openai.com/index/prover-verifier-games-improve-legibility","title":"Prover-Verifier Games improve legibility of language model outputs","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:46:01.161+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Prover-Verifier Games improve legibility of language model outputs | OpenAI July 17, 2024 Prover-Verifier Games improve legibility of language model outputs We trained strong language models to produce text that is easy for weak language models to verify and found that this training also made the text easier for humans to evaluate. Loading… Share Making sure that language models produce understandable text is crucial to making them helpful for people, especially when dealing with complex tasks like solving math problems. We found that when we optimize the problem-solving process of strong models solely for getting the correct answer, the resulting solutions can become harder to understand. In fact, when we asked human evaluators with limited time to assess these highly optimized solutions, they made nearly twice as many errors compared to when they evaluated less optimized solutions. This finding highlights the importance of not just correctness, but also clarity and ease of verification in AI-generated text. 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