Vulnerability Detection with Code Language Models: How Far are We?

In the context of the rising interest in code language models (code LMs) and vulnerability detection, we study the effectiveness of code LMs for detecting vulnerabilities. Our analysis reveals significant shortcomings in existing vulnerability datasets, including poor data quality, low label accurac...

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Bibliographic Details

Published in:	Proceedings / International Conference on Software Engineering pp. 1729 - 1741
Main Authors:	Ding, Yangruibo, Fu, Yanjun, Ibrahim, Omniyyah, Sitawarin, Chawin, Chen, Xinyun, Alomair, Basel, Wagner, David, Ray, Baishakhi, Chen, Yizheng
Format:	Conference Proceeding
Language:	English
Published:	IEEE 26.04.2025
Subjects:	Accuracy Benchmark testing Codes Data integrity Detectors Labeling Measurement Security Software engineering Training
ISSN:	1558-1225
Online Access:	Get full text
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