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

T1Covered by 1 source · first reported by arXiv at 25 Sept, 04:00 UTC

arXiv:2609.30048v1 Announce Type: new Abstract: 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 current commercial models. Five LLMs generate solutions to MBPP, HumanEval…

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Sources

• T1Style, Not Self: Surface Cues Explain Zero-Shot Code Attribution by Large Language ModelsarXiv25 Sept, 04:00