Beyond Surface Statistics: Robust Conformal Prediction for LLMs via Internal Representations

Yanli Wang, Peng Kuang, Xiaoyu Han +2

Large language models are increasingly deployed in settings where reliability matters, yet output-level uncertainty signals such as token probabilities, entropy, and self-consisten…