Measurement Validity and Representation Dynamics of Confidence Signals in Large Language Models.

arXiv:2610.25846v1 Announce Type: cross Abstract: Whether a language model "knows what it knows" matters for trustworthy deployment and for deciding when it should abstain. Prior work usually measures this through one channel: verbalized confidence, a linear p