ConfidenceBench: Evaluating Confidence Calibration in Large Language Models — mentioned by epihelix

Thu, 22 Oct 2026 04:30:20 GMT

You mean like this recent preprint? https://arxiv.org/html/2607.20526v1 From that paper, model accuracy is not perfect, but it's overall pretty favourable. There are some encouraging findings in there, too, including that accuracy of model confidence scales with reasoning effort.

Paper and discussion history. A mention is not an endorsement.

ConfidenceBench: Evaluating Confidence Calibration in Large Language Models · HackerPapers discussions

ConfidenceBench: Evaluating Confidence Calibration in Large Language Models — mentioned by epihelix