Tabular Classification and Regression on TextTab
2.8Mean Per-Task RankFlexTab
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FlexTabbagging size=82026.06 | 2.8 | 83.8 | — | |
| FlexTabbagging size=82026.06 | 2.8 | — | 62.7 | |
| FlexTabbagging size=12026.06 | 3.2 | 83.7 | — | |
| FlexTabbagging size=12026.06 | 3.2 | — | 61.4 | |
| CatBoost2026.06 | 3.3 | 83.7 | — | |
| CatBoost2026.06 | 3.3 | — | 65.4 | |
| RealMLP2026.06 | 3.8 | 82.3 | — | |
| ConTextTab2026.06 | 3.8 | 84.4 | — | |
| RealMLP2026.06 | 3.8 | — | 67.7 | |
| ConTextTab2026.06 | 3.8 | — | 58.8 | |
| TabICLv22026.06 | 4.1 | 82.5 | — | |
| TabICLv22026.06 | 4.1 | — | 60.2 | |
| LimiX-16Mretrieval=true2026.06 | 4.2 | 83.8 | 65 | |
| TabPFNv2.62026.06 | 4.5 | 81.5 | — | |
| TabPFNv2.62026.06 | 4.5 | — | 63.8 | |
| RealMLPHPO=true, CV=52026.06 | 4.9 | 82.3 | 67.7 | |
| CatBoostHPO=true, CV=52026.06 | 4.9 | 83.7 | 65.4 | |
| FlexTabbag=82026.06 | 5 | 83.8 | 62.7 | |
| FlexTabbag=12026.06 | 5.6 | 83.7 | 61.4 | |
| Random forest2026.06 | 5.7 | 79.8 | — | |
| Random forest2026.06 | 5.7 | — | 60.7 | |
| ConTextTab2026.06 | 6 | 84.4 | 58.8 | |
| LightGBMHPO=true, CV=52026.06 | 6 | 81.5 | 65.5 | |
| TabICLv22026.06 | 6.8 | 82.5 | 60.2 | |
| TabPFNv2.62026.06 | 6.9 | 81.5 | 63.8 | |
| XGBoostHPO=true, CV=52026.06 | 7 | 81.4 | 65.4 | |
| CatBoostTD=true2026.06 | 8.8 | 83.3 | 53.2 | |
| LimiX-2Mretrieval=true2026.06 | 9.2 | 77 | 59.4 | |
| LightGBMTD=true2026.06 | 9.9 | 80.9 | 60.8 | |
| XGBoostTD=true2026.06 | 10.2 | 81.1 | 60.4 | |
| Random forest2026.06 | 10.3 | 79.8 | 60.7 | |
| RealMLPTD=true2026.06 | 10.9 | 80 | 57.8 | |
| Naive2026.06 | 15.8 | 70.4 | -5.5 | |
| KNNk=52026.06 | 17.4 | 72.5 | 4.8 | |
| AutoGluon2026.06 | — | 83.5 | 67.5 | |
| AutoGluon2026.06 | — | 83.5 | — | |
| AutoGluon2026.06 | — | — | 67.5 |