Pengcheng Weng

TRE: Training-Free Hallucination Detection for Diffusion Language Models

TRE is a parameter-free and single-run metric that estimates hallucination risk directly from the entropy signals of a single generation, without requiring any detector training or repeated sampling, and enjoys strong generalizability, efficiency, and robustness.