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

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

27 March 2024

Omniyyah Ibrahim

Chawin Sitawarin

David A. Wagner

Papers citing "Vulnerability Detection with Code Language Models: How Far Are We?"

12 / 12 papers shown

Title
Frontier AI's Impact on the Cybersecurity Landscape Wenbo Guo Yujin Potter Tianneng Shi Zhun Wang Andy Zhang Dawn Song 36 1 0 07 Apr 2025
CASTLE: Benchmarking Dataset for Static Code Analyzers and LLMs towards CWE Detection Richard A. Dubniczky Krisztofer Zoltán Horvát Tamás Bisztray M. Ferrag Lucas C. Cordeiro Norbert Tihanyi 40 1 0 12 Mar 2025
ANVIL: Anomaly-based Vulnerability Identification without Labelled Training Data Weizhou Wang Eric Liu Xiangyu Guo Xiao Hu Ilya Grishchenko David Lie 22 1 0 28 Aug 2024
From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future Haolin Jin Linghan Huang Haipeng Cai Jun Yan Bo Li Huaming Chen 53 24 0 05 Aug 2024
IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities Ziyang Li Saikat Dutta Mayur Naik 33 40 0 27 May 2024
LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning Yuqiang Sun Daoyuan Wu Yue Xue Han Liu Wei Ma Lyuye Zhang Miaolei Shi Yingjiu Li ELM 76 46 0 29 Jan 2024
Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit Yao Wan Yang He Zhangqian Bi Jianguo Zhang Hongyu Zhang Yulei Sui Guandong Xu Hai Jin Philip S. Yu 17 20 0 30 Dec 2023
Do Language Models Learn Semantics of Code? A Case Study in Vulnerability Detection Benjamin Steenhoek Md. Mahbubur Rahman Shaila Sharmin Wei Le 18 5 0 07 Nov 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq R. Joty S. Hoi 201 1,451 0 02 Sep 2021
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Shuai Lu Daya Guo Shuo Ren Junjie Huang Alexey Svyatkovskiy ... Nan Duan Neel Sundaresan Shao Kun Deng Shengyu Fu Shujie Liu ELM 188 853 0 09 Feb 2021