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20172025
most citedFine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution

160 citations · 231 across the 9 of their papers we have counts for

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cs.CL2025

Language Models Prefer What They Know: Relative Confidence Estimation via Confidence Preferences

Vaishnavi Shrivastava, Ananya Kumar, Percy Liang

Language models (LMs) should provide reliable confidence estimates to help users detect mistakes in their outputs and defer to human experts when necessary. Asking a language model…