When Answers Stray from Questions: Hallucination Detection via Question-Answer Orthogonal Decomposition

Siyang Yao, Erhu Feng, Yubin Xia

Hallucination detection in large language models (LLMs) requires balancing accu racy, efficiency, and robustness to distribution shift. Black-box consistency methods are effective…