Whose Refusal Is It? The Unmeasured Contribution of Black-Box Multimodal Guardrails

Haoyu Zhang, Xiao Luo, Haowen Xu +4

A black-box guardrail is evaluated as though the safety number it earns were its own. It is not. A defended pipeline holds two components that can refuse (the guardrail, and the ta…