Lost in Aggregation: How Benchmarks Overlook Irreplaceable Model Strengths
arXiv:2608.18919v1 Announce Type: new Abstract: Tabular machine learning benchmarks typically summarize performance by averaging scores, ranks, or pairwise wins across datasets. Such aggregates are us