作者位次 #5/6ACL 2026Findings· Findings of ACL
S truct B reak: Structural Cognitive Overload-Induced Safety Failures in MLLM s
Yang Luo · Xinran Liu · TianTian Ji · Zhiyi Yin · Lingyun Peng · Shuyu Li
摘要
Multimodal Large Language Models (MLLMs) excel at structural reasoning yet suffer from a sharp logical brittleness in structural consistency. We term this phenomenon Structural Cognitive Overload (SCO), a byproduct of the contention between deep reasoning and safety alignment. However, prior work...