From Passive Response to Proactive Correction: Enhancing LLM Robustness Against Input Fact Perturbations

Ping Wang, Xiangguo Sun, Bingbing Xu +2

Large language models (LLMs) frequently produce confident yet factually incorrect responses when user inputs contain misleading premises, a phenomenon we attribute to fact perturba…