most citedfrom Benign import Toxic: Jailbreaking the Language Model via Adversarial Metaphors

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cs.AI2026

StructBreak: Structural Cognitive Overload-Induced Safety Failures in MLLMs

Yang Luo, Xinran Liu, Tiantian Ji +3

Multimodal Large Language Models (MLLMs) excel at structural reasoning yet suffer from a sharp logical brittleness in structural consistency. We term this phenomenon Structural Cog…

cs.AI2026

Circular Reasoning: Understanding Self-Reinforcing Loops in Large Reasoning Models

Zenghao Duan, Liang Pang, Zihao Wei +6

Despite the success of test-time scaling, Large Reasoning Models (LRMs) frequently encounter repetitive loops that lead to computational waste and inference failure. In this paper,…