Furina: Fragmented Uncertainty-Driven Refusal Instability Attack

Tongxi Wu, Jian Zhang, Yang Gao

Safety alignment in large language models (LLMs) and multimodal large language models (MLLMs) is commonly assumed to operate as a near-binary threshold mechanism. We challenge this…