The Energy of Falsehood: Detecting Hallucinations via Diffusion Model Likelihoods

Arpit Singh Gautam, Kailash Talreja, Saurabh Jha

Large Language Models (LLMs) frequently hallucinate plausible but incorrect assertions, a vulnerability often missed by uncertainty metrics when models are confidently wrong. We pr…