Zero-Shot Attribution for Large Language Models: A Distribution Testing Approach

Clément L. Canonne, Yash Pote, Uddalok Sarkar

A growing fraction of all code is sampled from Large Language Models (LLMs). We investigate the problem of attributing code generated by language models using hypothesis testing to…