Disabling Safety Mechanisms of LLM

LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware

Authors: Nowfel Mashnoor, Mohammad Akyash, Hadi Kamali, Kimia Azar | Published: 2025-04-09
Disabling Safety Mechanisms of LLM
Framework
Efficient Configuration Verification

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
LLM Security
Disabling Safety Mechanisms of LLM
Prompt Injection

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
Disabling Safety Mechanisms of LLM
Prompt Injection
Malicious Prompt

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
Disabling Safety Mechanisms of LLM
Attack Method
Generative Model

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
Disabling Safety Mechanisms of LLM
Security Analysis
Prompt Injection

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
Disabling Safety Mechanisms of LLM
Ethical Considerations
Large Language Model

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
Disabling Safety Mechanisms of LLM
Prompt leaking
教育的分析

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
Disabling Safety Mechanisms of LLM
Malicious Prompt
攻撃手法の効果

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
Disabling Safety Mechanisms of LLM
Prompt Injection
Large Language Model

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
Disabling Safety Mechanisms of LLM
Prompt Injection
Exploratory Attack