Hallucination Detection via Internal States and Structured Reasoning Consistency in Large Language Models

Yusheng Song, Lirong Qiu, Xi Zhang +1

The detection of sophisticated hallucinations in Large Language Models (LLMs) is hampered by a ``Detection Dilemma'': methods probing internal states (Internal State Probing) excel…