Style, Not Self: Surface Cues Explain Zero-Shot Code Attribution by Large Language Models

Ehsan Barkhordar, Surendrabikram Thapa

If a language model can recognize code it wrote, it may favor that code as a judge, and instances of one model monitoring each other could collude. We test this zero-shot on curren…