Adaptive Pre-training Data Detection for Large Language Models via Surprising Tokens

Anqi Zhang, Chaofeng Wu

While large language models (LLMs) are extensively used, there are raising concerns regarding privacy, security, and copyright due to their opaque training data, which brings the p…