SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Matthieu Meeus, Igor Shilov, Shubham Jain +3

Whether LLMs memorize their training data and what this means, from measuring privacy leakage to detecting copyright violations, has become a rapidly growing area of research. In t…