Test-Time Confidence Adaptation under RL-Induced Trajectory Shift.

arXiv:2610.35500v1 Announce Type: new Abstract: Trajectory-based confidence estimation has shown promising performance for large language models (LLMs) by leveraging rich signals from their reasoning processes. However, we find that such confidence estimators