From Flat Facts to Sharp Hallucinations: Detecting Stubborn Errors via Gradient Sensitivity
arXiv:2605.00939v2 Announce Type: replace
Abstract: Traditional hallucination detection fails on “Stubborn Hallucinations” – errors where LLMs are confidently wrong. We propose a geometric solution: Embedding-Perturbed Gradient Sensitivity (EPGS). We …