GRACE: Empowering LLM-based software vulnerability detection with graph structure and in-context learning

Guilong Lu, Xiaolin Ju, Xiang Chen, Wenlong Pei, Zhilong Cai

Abstract: Highlights•Improved vulnerability detection capability of LLM using graph structure information.•In-context learning method to improve the vulnerability detection capability of LLM.•Evaluation on three real-world datasets.