Comprehensive Evaluation of Open-Source Large Language Models on Software Vulnerability Detection, Assessment, Localization, and Description

Large Language Models (LLMs) demonstrate varying capabilities in handling different software vulnerability tasks, including detection, assessment, localization, and description. While LLMs perform well in some aspects, they still need improvement in understanding the subtle differences in code vulnerabilities and the ability to describe vulnerabilities to fully realize their potential.