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TopicsAI Debate Fact-Checking

AI debate improves human judges' accuracy over single-advisor consultancy on contested COVID-19 and climate claims.

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AI Debate Aids Assessment of Controversial ClaimsJun 2, 2025 Untraced · nothing upstream recorded

In Study I, debate consistently improves human judgment accuracy and confidence calibration, outperforming consultancy by 4-10% across COVID-19 and climate change claims.

AI Debate Aids Assessment of Controversial Claimsextraction 0.85

Study I: human judges with mainstream or skeptical prior beliefs evaluated controversial COVID-19 and climate change factuality claims via debate (two opposing AI advisors) or consultancy (one AI advisor).

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