Large language model for vulnerability detection: Emerging results and future directions

• Main Authors: ZHOU, Xin, ZHANG, Ting, LO, David
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Programming Languages and Compilers; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/9245; https://ink.library.smu.edu.sg/context/sis_research/article/10245/viewcontent/3639476.3639762.pdf
• Institution: Singapore Management University

Previous learning-based vulnerability detection methods relied on either medium-sized pre-trained models or smaller neural networks from scratch. Recent advancements in Large Pre-Trained Language Models (LLMs) have showcased remarkable few-shot learning capabilities in various tasks. However, the ef...