Beyond Belief: Evaluating and Mitigating LLM Susceptibility to Misinformation.

arXiv:2610.33962v1 Announce Type: cross Abstract: Tool-using large language models (LLMs) must decide whether external information warrants action. We investigate whether their expressed credibility judgments reliably indicate behavioral resistance to misinfor