MCAIR: Monitoring and Correcting Agent Unfaithfulness via Internal Representations.

arXiv:2610.19679v1 Announce Type: new Abstract: Large Language Model (LLM)-based agents have demonstrated remarkable capabilities in completing complex tasks through multi-step reasoning and tool interactions. However, recent studies have revealed that LLM-bas