works on
calibration 1experience replay 1LLM agents 1self-evolving critic 1step-level confidence 1training-free methods 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.AI2026

Critic Experience Bank: Self-Evolving Step-Level Confidence Estimation for LLM Agents

Yaopei Zeng, Congchao Wang, JianHang Chen +3

The paper proposes the Critic Experience Bank, a training-free framework that lets large language model agents estimate confidence for each action by storing and retrieving past st…