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When Compliance Data Masquerades as Evaluation: Measurement Validity for Deployed AI Systems
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
A research paper argues that using operational compliance data for comparative evaluation causes measurement failures in deployed AI.
OneBench interpretation
Institutional assessment
So what
Using compliance monitoring data for model validation creates blind spots in assessing actual AI system safety and efficacy.
Do what
Review model validation methodologies with risk teams to ensure operational compliance logs are not misapplied as comparative performance evaluation.