Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models

AZH Yang, H Tian, H Ye, R Martins… - arXiv preprint arXiv …, 2024 - arxiv.org
Software security vulnerabilities allow attackers to perform malicious activities to disrupt
software operations. Recent Transformer-based language models have significantly …

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

X Du, G Zheng, K Wang, J Feng, W Deng, M Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Vulnerability detection is essential for software quality assurance. In recent years, deep
learning models (especially large language models) have shown promise in vulnerability …