Emran Kanaan

Beyond Belief: Evaluating and Mitigating LLM Susceptibility to Misinformation

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 misinformation. We evaluate five LLMs on 196 constructed false notices paired with legitimate counterparts and 204 arc...