The reported benefit of a multimodal guardrail is a sum of guard blocks and the target model's own refusals, and evaluation protocol alone can move the guardrail's measured share from 0% to 99%.
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Whose Refusal Is It? The Unmeasured Contribution of Black-Box Multimodal Guardrails
The reported benefit of a multimodal guardrail is a sum of guard blocks and the target model's own refusals, and evaluation protocol alone can move the guardrail's measured share from 0% to 99%.