Berk Kalelioğlu

Tabular Models Benchmark: Performance Across 19 Datasets 2026

We benchmarked 7 widely used tabular learning models across 19 real-world datasets, covering ~260,000 samples and over 250 total features, with dataset sizes ranging from 435 to nearly 49,000 rows. Rather than identifying a single most successful model, the goal was to understand which model families perform reliably across the data regimes enterprises actually encounter.