Zero-shot and few-shot LLM prompting can attribute source code authorship across C++ and Java, and a tournament prompting scheme scales this to 500 to 686 candidate authors with 65 to 69 percent top-1 accuracy.
Code authorship attribution: Methods and challenges,
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I Can Find You in Seconds! Leveraging Large Language Models for Code Authorship Attribution
Zero-shot and few-shot LLM prompting can attribute source code authorship across C++ and Java, and a tournament prompting scheme scales this to 500 to 686 candidate authors with 65 to 69 percent top-1 accuracy.