Dissecting the Black Box: Circuit-Level Analysis of LLM Vulnerability Detection

Syafiq Al Atiiq, Chun Zhou, Christian Gehrmann

Large language models (LLMs) can detect software vulnerabilities, but how do they actually identify vulnerable code? We address this question using mechanistic interpretability; an…