AIBullisharXiv – CS AI · 11h ago6/10
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Adaptive Rigor in AI System Evaluation using Temperature-Controlled Verdict Aggregation via Generalized Power Mean
Researchers introduce Temperature-Controlled Verdict Aggregation (TCVA), a novel evaluation method that adapts AI system assessment rigor based on application domain requirements. By combining verdict scoring with generalized power-mean aggregation and a tunable temperature parameter, TCVA achieves human-aligned evaluation comparable to existing benchmarks while offering computational efficiency.