Can Small Language Models Reliably Resist Jailbreak Attacks? A Comprehensive Evaluation
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Wenhui, Xu, Huiyu, Wang, Zhibo, He, Zeqing, Zhu, Ziqi, Ren, Kui |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LoopTrap: Termination Poisoning Attacks on LLM Agents
by: Xu, Huiyu, et al.
Published: (2026)
by: Xu, Huiyu, et al.
Published: (2026)
JailbreakLens: Interpreting Jailbreak Mechanism in the Lens of Representation and Circuit
by: He, Zeqing, et al.
Published: (2024)
by: He, Zeqing, et al.
Published: (2024)
RedAgent: Red Teaming Large Language Models with Context-aware Autonomous Language Agent
by: Xu, Huiyu, et al.
Published: (2024)
by: Xu, Huiyu, et al.
Published: (2024)
Untargeted Jailbreak Attack
by: Huang, Xinzhe, et al.
Published: (2025)
by: Huang, Xinzhe, et al.
Published: (2025)
A Comprehensive Study of Jailbreak Attack versus Defense for Large Language Models
by: Xu, Zihao, et al.
Published: (2024)
by: Xu, Zihao, et al.
Published: (2024)
RerouteGuard: Understanding and Mitigating Adversarial Risks for LLM Routing
by: Zhang, Wenhui, et al.
Published: (2026)
by: Zhang, Wenhui, et al.
Published: (2026)
SoK: Robustness in Large Language Models against Jailbreak Attacks
by: Xu, Feiyue, et al.
Published: (2026)
by: Xu, Feiyue, et al.
Published: (2026)
A Cross-Language Investigation into Jailbreak Attacks in Large Language Models
by: Li, Jie, et al.
Published: (2024)
by: Li, Jie, et al.
Published: (2024)
GUARD-SLM: Token Activation-Based Defense Against Jailbreak Attacks for Small Language Models
by: Mia, Md Jueal, et al.
Published: (2026)
by: Mia, Md Jueal, et al.
Published: (2026)
Beyond the Tip of Efficiency: Uncovering the Submerged Threats of Jailbreak Attacks in Small Language Models
by: Yi, Sibo, et al.
Published: (2025)
by: Yi, Sibo, et al.
Published: (2025)
Evolving Jailbreaks: Automated Multi-Objective Long-Tail Attacks on Large Language Models
by: Hong, Wenjing, et al.
Published: (2026)
by: Hong, Wenjing, et al.
Published: (2026)
Heuristic-Induced Multimodal Risk Distribution Jailbreak Attack for Multimodal Large Language Models
by: Teng, Ma, et al.
Published: (2024)
by: Teng, Ma, et al.
Published: (2024)
Invisible to Humans, Triggered by Agents: Stealthy Jailbreak Attacks on Mobile Vision-Language Agents
by: Ding, Renhua, et al.
Published: (2025)
by: Ding, Renhua, et al.
Published: (2025)
Jailbreaking Large Language Models through Iterative Tool-Disguised Attacks via Reinforcement Learning
by: Wang, Zhaoqi, et al.
Published: (2026)
by: Wang, Zhaoqi, et al.
Published: (2026)
Membership Inference Attacks Against Vision-Language Models
by: Hu, Yuke, et al.
Published: (2025)
by: Hu, Yuke, et al.
Published: (2025)
On Jailbreaking Quantized Language Models Through Fault Injection Attacks
by: Zahran, Noureldin, et al.
Published: (2025)
by: Zahran, Noureldin, et al.
Published: (2025)
Explainer-guided Targeted Adversarial Attacks against Binary Code Similarity Detection Models
by: Chen, Mingjie, et al.
Published: (2025)
by: Chen, Mingjie, et al.
Published: (2025)
Persona Attack: Incremental Memory Injection Jailbreak Attack against Large Language Models
by: Park, Junyoung, et al.
Published: (2026)
by: Park, Junyoung, et al.
Published: (2026)
A Causal Perspective for Enhancing Jailbreak Attack and Defense
by: Pan, Licheng, et al.
Published: (2026)
by: Pan, Licheng, et al.
Published: (2026)
FlipAttack: Jailbreak LLMs via Flipping
by: Liu, Yue, et al.
Published: (2024)
by: Liu, Yue, et al.
Published: (2024)
Multi-turn Jailbreaking Attack in Multi-Modal Large Language Models
by: Das, Badhan Chandra, et al.
Published: (2026)
by: Das, Badhan Chandra, et al.
Published: (2026)
Align is not Enough: Multimodal Universal Jailbreak Attack against Multimodal Large Language Models
by: Wang, Youze, et al.
Published: (2025)
by: Wang, Youze, et al.
Published: (2025)
Knowledge-to-Jailbreak: Investigating Knowledge-driven Jailbreaking Attacks for Large Language Models
by: Tu, Shangqing, et al.
Published: (2024)
by: Tu, Shangqing, et al.
Published: (2024)
Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models
by: Ma, Jiachen, et al.
Published: (2024)
by: Ma, Jiachen, et al.
Published: (2024)
Safe2Harm: Semantic Isomorphism Attacks for Jailbreaking Large Language Models
by: Yang, Fan
Published: (2025)
by: Yang, Fan
Published: (2025)
Metaphor-based Jailbreak Attacks on Text-to-Image Models
by: Zhang, Chenyu, et al.
Published: (2025)
by: Zhang, Chenyu, et al.
Published: (2025)
Activation Approximations Can Incur Safety Vulnerabilities Even in Aligned LLMs: Comprehensive Analysis and Defense
by: Zhang, Jiawen, et al.
Published: (2025)
by: Zhang, Jiawen, et al.
Published: (2025)
PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning
by: Li, Shenghui, et al.
Published: (2024)
by: Li, Shenghui, et al.
Published: (2024)
AISA: Awakening Intrinsic Safety Awareness in Large Language Models against Jailbreak Attacks
by: Song, Weiming, et al.
Published: (2026)
by: Song, Weiming, et al.
Published: (2026)
Attack-Resistant Watermarking for AIGC Image Forensics via Diffusion-based Semantic Deflection
by: Liu, Qingyu, et al.
Published: (2026)
by: Liu, Qingyu, et al.
Published: (2026)
SoK: Evaluating Jailbreak Guardrails for Large Language Models
by: Wang, Xunguang, et al.
Published: (2025)
by: Wang, Xunguang, et al.
Published: (2025)
JailbreakRadar: Comprehensive Assessment of Jailbreak Attacks Against LLMs
by: Chu, Junjie, et al.
Published: (2024)
by: Chu, Junjie, et al.
Published: (2024)
Interpretable LLM Guardrails via Sparse Representation Steering
by: He, Zeqing, et al.
Published: (2025)
by: He, Zeqing, et al.
Published: (2025)
Single-Configuration Attack Success Rate Is Not Enough: Jailbreak Evaluations Should Report Distributional Attack Success
by: Maple, Carsten, et al.
Published: (2026)
by: Maple, Carsten, et al.
Published: (2026)
HarmNet: A Framework for Adaptive Multi-Turn Jailbreak Attacks on Large Language Models
by: Narula, Sidhant, et al.
Published: (2025)
by: Narula, Sidhant, et al.
Published: (2025)
Transferable & Stealthy Ensemble Attacks: A Black-Box Jailbreaking Framework for Large Language Models
by: Yang, Yiqi, et al.
Published: (2024)
by: Yang, Yiqi, et al.
Published: (2024)
JailbreakEval: An Integrated Toolkit for Evaluating Jailbreak Attempts Against Large Language Models
by: Ran, Delong, et al.
Published: (2024)
by: Ran, Delong, et al.
Published: (2024)
Involuntary Jailbreak: On Self-Prompting Attacks
by: Guo, Yangyang, et al.
Published: (2025)
by: Guo, Yangyang, et al.
Published: (2025)
Distract Large Language Models for Automatic Jailbreak Attack
by: Xiao, Zeguan, et al.
Published: (2024)
by: Xiao, Zeguan, et al.
Published: (2024)
Reason2Attack: Jailbreaking Text-to-Image Models via LLM Reasoning
by: Zhang, Chenyu, et al.
Published: (2025)
by: Zhang, Chenyu, et al.
Published: (2025)
Similar Items
-
LoopTrap: Termination Poisoning Attacks on LLM Agents
by: Xu, Huiyu, et al.
Published: (2026) -
JailbreakLens: Interpreting Jailbreak Mechanism in the Lens of Representation and Circuit
by: He, Zeqing, et al.
Published: (2024) -
RedAgent: Red Teaming Large Language Models with Context-aware Autonomous Language Agent
by: Xu, Huiyu, et al.
Published: (2024) -
Untargeted Jailbreak Attack
by: Huang, Xinzhe, et al.
Published: (2025) -
A Comprehensive Study of Jailbreak Attack versus Defense for Large Language Models
by: Xu, Zihao, et al.
Published: (2024)