Author

Daniel Yang

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Review Jul 2026

ConfidenceBench: Evaluating Confidence Calibration in Large Language Models

ConfidenceBench, a calibration benchmark that evaluates verbalized confidence estimates in 15 frontier LLMs using the Brier score, a proper scoring rule that incentivises truthful probability reporting shows that verbalized confidence calibration is a distinct and practically important axis of LLM reliability, compleme...

M. ffrench-Constant, Daniel Yang, Xinmeng Huang et al. · arXiv.org · 1 citation · ⚡1