Don't Think Twice! Over-Reasoning Impairs Confidence Calibration

Romain Lacombe, Kerrie Wu, Eddie Dilworth

Large Language Models deployed as question answering tools require robust calibration to avoid overconfidence. We systematically evaluate how reasoning capabilities and budget affe…