Semantic-envelope metrics, which assign each content variant the maximum score in its semantic class, provide the unique conservative repair that supports class-stratified certificates invariant to platform manipulation strategies.
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Gaming the Metric, Not the Harm: Certifying Safety Audits against Strategic Platform Manipulation
Semantic-envelope metrics, which assign each content variant the maximum score in its semantic class, provide the unique conservative repair that supports class-stratified certificates invariant to platform manipulation strategies.