TabArena All Tasks — leaderboard
TabArena ranks tabular machine learning systems across all datasets and tasks; this snapshot uses the primary no-imputation, all-repeats, all-tasks leaderboard view.
Metric: Score (%). Source: huggingface.co. 70 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | TabFM (default) | 88.9 |
| 2 | TabPFN-3 (default) | 67 |
| 3 | AutoGluon 1.5 (extreme, 4h) | 66.2 |
| 4 | TabICLv2 (default) | 60.6 |
| 5 | TabPFN-2.6 (default) | 58.3 |
| 6 | RealTabPFN-2.5 (tuned + ensembled) | 54.9 |
| 7 | RealTabPFN-2.5 (tuned) | 50.4 |
| 8 | RealTabPFN-2.5 (default) | 47.4 |
| 9 | RealMLP (tuned + ensembled) | 40.5 |
| 10 | AutoGluon 1.4 (best, 4h) | 40.1 |
Interactive version: theaggregate.ai/benchmark?slug=tabarena-all-tasks · How the rankings work · Data refreshed daily, snapshot 2026-07-22.