When Linguistic and Internal Confidence Diverge in Large Language Models
Regression analyses show that distributional properties of confidence scores explain much of the observed alignment pattern, with model metadata playing a smaller role after controls, and support a lossy-channel view of linguistic confidence.
Hefan Zhang, Bing-Quan Zhang, Ming Cheng et al.
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