AI debate improves human judges' confidence calibration over AI consultancy on contested COVID-19 and climate claims.
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In Study I, debate consistently improves human judgment accuracy and confidence calibration, outperforming consultancy by 4-10% across COVID-19 and climate change claims.
Calibration result reported alongside accuracy.
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