AIBullisharXiv – CS AI · 6h ago7/10
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Beyond Accuracy: Measuring Logical Compliance of Predictive Models
Researchers introduce the Rule Violation Score (RVS), a new evaluation metric that measures whether predictive models respect logical and domain-specific constraints independently of accuracy. Unlike traditional metrics focused on prediction performance, RVS distinguishes between hard rules (strict constraints) and soft rules (statistical regularities), enabling assessment of logical consistency in high-stakes applications like finance and healthcare.