Can Open Large Language Models Catch Vulnerabilities?

, DeepSeek-AI; Daya, Guo,; Dejian, Yang,; Haowei, Zhang,; Song, Junxiao; Peiyi, Wang,; Zhu, Qihao; Xu, Runxin; Zhang, Ruoyu; Ma, Shirong; Bi, Xiao; Zhang, Xiaokang; Yu, Xingkai; Wu, Yu; Wu, Zhenhua; Gou, Zhibin; Shao, Zhihong; Li, Zhuoshu; Gao, Ziyi; Liu, Aixin; Xue, Bing; Wang, Bingxuan; Wu, Bowen; Feng, Bei; Lu, Chengda; Zhao, Chenggang; Deng, Chengqi; Zhang, Chenyu; Ruan, Chong; Dai, Damai; Chen, Deli; Ji, Dongjie; Li, Erhang; Lin, Fangyun; Fucong, Dai,; Luo, Fuli; Hao, Guangbo; Chen, Guan-Ting; Li, Guowei; Zhang, Hongjun; Bao, Han; Xu, Hanwei; Wang, Haocheng; Ding, Honghui; Xin, Huajian; Gao, Huazuo; Qu, Hui; Li, Hui; Guo, Jianzhong; Li, Jiashi; Wang, Jiawei; Chen, Jingchang; Yuan, Jingyang; Qiu, Junjie; Li, Junlong; Cai, Jiali; Ni, Jiaqi; Liang, Jian; Chen, Jing; Dong, Kai; Hu, Kai; Gao, Kaige; Guan, Kang; Huang, Kexin; Yu, Kuai; Wang, Lean; Zhang, Lecong; Zhao, Liang; Wang, Litong; Zhang, Liyue; Xu, Lei; Xia, L.; Zhang, Mingchuan; Zhang, Minghua; Tang, Minghui; Li, Meng; Wang, Miaojun; Li, Mingming; Tian, Ning; Huang, Panpan; Zhang, Peng; Wang, Qiancheng; Chen, Qinyu; Du, Qiushi; Ge, Ruiqi; Zhang, Ruisong; Ruizhe, Pan,; Wang, Runji; J. Chen, R.; Jin, Rong; Chen, Ruyi; Lu, Shanghao; Zhou, Shangyan; Chen, Shanhuang; Ye, Shengfeng; Wang, Shiyu; Yu, Shuiping; Zhou, Shunfeng; Pan, Shuting; Li, Sansan; Zhou, Shuang; Wu, Shaoqing; Ye, Shengfeng; Yun, Tao; Tian, Pei,; Sun, Tianyu; Wang, Tianfu; Zeng, Wangding; Zhao, Wanjia; Liu, Wen; Liang, Wenfeng; Gao, Wenjun; Yu, Wenqin; Zhang, Wentao; Xiao, Wenlian; Guang An, Wei; Liu, Xiaodong; Wang, Xiaohan; Chen, Xiaokang; Nie, Xiaotao; Cheng, Xin; Liu, Xin; Xie, Xin; Liu, Xingchao; Yang, Xinyu; Li, Xinyuan; Su, X.-J; Lin, Xuheng; Q. Li, X.; Xiangyue, Jin,; Shen, Xiaojin; Chen, Xiaosha; Sun, Xiaowen; Wang, Xiaoxiang; Song, Xinnan; Zhou, Xinyi; Wang, X.G.; Y. Shan, X.; K. Li, Y.; Wang, Yufei; Wei, Yunxie; Zhang, Yang; Xu, Yanhong; Li, Yao; Zhao, Yao; Sun, Yaofeng; Wang, Yaohui; Yu, Yi; Zhang, Yichao; Shi, Yifan; Xiong, Yiliang; He, Ying; Piao, Yishi; Wang, Yisong; Tan, Yixuan; Ma, Yiyang; Liu, Yiyuan; Guo, Yongqiang; Ou, Yangjie; Wang, Yuduan; Gong, Yue; Yuheng, Zou,; He, Yujia; Yunfan, Xiong,; Luo, Yuxiang; You, Yuxiang; Liu, Yuxuan; Zhou, Yuyang; Zhu, Yuxin; Xu, Yanhong; Huang, Yanping; Li, Yaohui; Zheng, Yi; Zhu, Yi; Ma, Y.; Tang, Ying; Zha, Yukun; Yan, Yuting; Z. Ren, Z.; Ren, Zehui; Sha, Zhangli; Fu, Zhe; L. Xu, Z.; Xie, Zhenda; Zhang, Zhengyan; Hao, Zhewen; Ma, Zhicheng; Yan, Zhigang; Wu, Zhiyu; Gu, Zihui; Zhu, Zijia; Liu, Zijun; Li, Zilin; Xie, Ziwei; Song, Ziyang; Pan, Zizheng; Huang, Zhen; Xu, Zhipeng; Zhang, Zhongyu; Zhang, Zhen

doi:10.4230/oasics.icpec.2025.4

Public

Can Open Large Language Models Catch Vulnerabilities?

Published in arXiv (Cornell University) • Jan 1, 2025

Authors:

DeepSeek-AI

Guo, Daya

Yang, Dejian

Abstract

As Large Language Models (LLMs) become increasingly integrated into secure software development workflows, a critical question remains unanswered: can these models not only detect insecure code but also reliably classify vulnerabilities according to standardized taxonomies? In this work, we conduct ...

Subject

Reinforcement learning

Reinforcement

Computer science

Research Assistant

AI chat, annotations, notes & similar papers

Finding related papers...

Discussions

(0)

No comments yet

Be the first to share your thoughts!