PrivacyXray: Detecting Privacy Breaches in LLMs through Semantic Consistency and Probability Certainty

Jinwen He, Yiyang Lu, Zijin Lin +2

Large Language Models (LLMs) are widely used in sensitive domains, including healthcare, finance, and legal services, raising concerns about potential private information leaks dur…