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News/The Benchmarking Epistemology: Validity Theory for Evaluating Machine Learning Models
arxiv
PublishedOctober 3, 2026 at 4:00 AM

The Benchmarking Epistemology: Validity Theory for Evaluating Machine Learning Models

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arXiv:2510.23191v2 Announce Type: replace Abstract: Predictive benchmarking, evaluating machine learning models based on predictive performance and competitive ranking, is central to machine learning research and scientific inquiry. However, benchmark scores at best measure performance relative to a

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