From the paper:
"Specifically, we first conduct keyword searches, such as “generated by ChatGPT” and “generated by Copilot”, to locate GitHub code files that include such keywords, retaining only those files that contain GPT-generated code."
This seems like a pretty serious weakness to me; presumably there is a lot of code generated by LLMs that isn't annotated as such.