Output Constraints as Attack Surface: Exploiting Structured Generation to Bypass LLM Safety Mechanisms
Authors: Shuoming Zhang, Jiacheng Zhao, Ruiyuan Xu, Xiaobing Feng, Huimin Cui | Published: 2025-03-31
Disabling Safety Mechanisms of LLM
Align in Depth: Defending Jailbreak Attacks via Progressive Answer Detoxification
Authors: Yingjie Zhang, Tong Liu, Zhe Zhao, Guozhu Meng, Kai Chen | Published: 2025-03-14
Tempest: Autonomous Multi-Turn Jailbreaking of Large Language Models with Tree Search
Authors: Andy Zhou, Ron Arel | Published: 2025-03-13 | Updated: 2025-05-21
CyberLLMInstruct: A Pseudo-malicious Dataset Revealing Safety-performance Trade-offs in Cyber Security LLM Fine-tuning
Authors: Adel ElZemity, Budi Arief, Shujun Li | Published: 2025-03-12 | Updated: 2025-09-17
A Mousetrap: Fooling Large Reasoning Models for Jailbreak with Chain of Iterative Chaos
Authors: Yang Yao, Xuan Tong, Ruofan Wang, Yixu Wang, Lujundong Li, Liang Liu, Yan Teng, Yingchun Wang | Published: 2025-02-19 | Updated: 2025-06-03
QueryAttack: Jailbreaking Aligned Large Language Models Using Structured Non-natural Query Language
Authors: Qingsong Zou, Jingyu Xiao, Qing Li, Zhi Yan, Yuhang Wang, Li Xu, Wenxuan Wang, Kuofeng Gao, Ruoyu Li, Yong Jiang | Published: 2025-02-13 | Updated: 2025-05-26
Dagger Behind Smile: Fool LLMs with a Happy Ending Story
Authors: Xurui Song, Zhixin Xie, Shuo Huai, Jiayi Kong, Jun Luo | Published: 2025-01-19 | Updated: 2025-09-30
JailbreakLens: Interpreting Jailbreak Mechanism in the Lens of Representation and Circuit
Authors: Zeqing He, Zhibo Wang, Zhixuan Chu, Huiyu Xu, Wenhui Zhang, Qinglong Wang, Rui Zheng | Published: 2024-11-17 | Updated: 2025-04-24
What Features in Prompts Jailbreak LLMs? Investigating the Mechanisms Behind Attacks
Authors: Nathalie Kirch, Constantin Weisser, Severin Field, Helen Yannakoudakis, Stephen Casper | Published: 2024-11-02 | Updated: 2025-05-14
Jailbreaking and Mitigation of Vulnerabilities in Large Language Models
Authors: Benji Peng, Keyu Chen, Qian Niu, Ziqian Bi, Ming Liu, Pohsun Feng, Tianyang Wang, Lawrence K. Q. Yan, Yizhu Wen, Yichao Zhang, Caitlyn Heqi Yin | Published: 2024-10-20 | Updated: 2025-05-08