Zhanrui Cai

Token-Level Likelihood-Array Regression for Membership Inference and AI-Generated Text Detection

Membership inference asks whether a text was used to train a language model, whereas AI-generated text detection asks whether it was generated by a language model rather than written by a human. Existing likelihood-based methods typically compress token-level probabilities into a few prespecified scores, most often usi...