Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG

no code implementations • 17 Jun 2024 • Xueying Du, Geng Zheng, Kaixin Wang, Jiayi Feng, Wentai Deng, Mingwei Liu, Bihuan Chen, Xin Peng, Tao Ma, Yiling Lou

In addition, our user study shows that the vulnerability knowledge generated by Vul-RAG can serve as high-quality explanations which can improve the manual detection accuracy from 0. 60 to 0. 77.

RAG Vulnerability Detection