Shu Meng

The Privacy Paradox of LLMs: User Perceptions and the Reality of PII Leakage

Large language models (LLMs) are increasingly deployed, yet they introduce significant privacy risks by disclosing personally identifiable information (PII) during interactions. Although prior work has demonstrated the feasibility of extracting PII from LLMs, no comprehensive study has evaluated the actual extent of P…