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News/CIRCLE: A Framework for Evaluating AI from a Real-World Lens
arxiv
PublishedSeptember 30, 2026 at 4:00 AM

CIRCLE: A Framework for Evaluating AI from a Real-World Lens

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arXiv:2602.24055v5 Announce Type: replace Abstract: This study proposes CIRCLE, a six-stage, lifecycle-based framework to bridge the reality gap between model-centric performance metrics and AI system outcomes in deployment. Current approaches such as MLOps frameworks and AI model benchmarks offer d

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