DLAP: A Deep Learning Augmented LLMs Prompting Framework for Software Vulnerability Detection

DLAP is a framework that combines deep learning and LLMs to enhance software vulnerability detection. It utilizes custom prompts and chain-of-thought guidance to improve detection precision and recall while reducing false positives. DLAP demonstrated superior accuracy compared to existing methods in detecting software vulnerabilities.