Cross Paraphrastic Invariance Learning for Hallucination Detection

Shanshan Lin, Dongsheng Hong, Sibo Ju +3

Large language models (LLMs) frequently generate hallucinations, which are unsupported by a source document. To avoid costly LLM-as-evaluator pipelines and the heavy annotation dem…