2 papers
cs.SE2024
To Err is Machine: Vulnerability Detection Challenges LLM Reasoning
Benjamin Steenhoek, Md Mahbubur Rahman, Monoshi Kumar Roy +5
In this paper, we present a challenging code reasoning task: vulnerability detection. Large Language Models (LLMs) have shown promising results in natural-language and math reasoni…
cs.SE2023
ActiveClean: Generating Line-Level Vulnerability Data via Active Learning
Ashwin Kallingal Joshy, Mirza Sanjida Alam, Shaila Sharmin +2
Deep learning vulnerability detection tools are increasing in popularity and have been shown to be effective. These tools rely on large volume of high quality training data, which…