Tabular Classification and Regression on TabArena Lite
88.7Mean AccuracyTabPFNv2.6
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabPFNv2.62026.06 | 88.7 | 2.4 | 80.5 | |
| TabICLv22026.06 | 88.7 | 3 | 79.9 | |
| RealMLPHPO=true, CV=52026.06 | 88.3 | 4.6 | 79.9 | |
| CatBoostHPO=true, CV=52026.06 | 88.2 | 5.3 | 79 | |
| AutoGluon2026.06 | 88.1 | — | 79.9 | |
| LightGBMHPO=true, CV=52026.06 | 88 | 6.2 | 78.7 | |
| XGBoostHPO=true, CV=52026.06 | 87.9 | 6.9 | 78.8 | |
| ConTextTab2026.06 | 87.6 | 6.7 | 77.8 | |
| CatBoostTD=true2026.06 | 87.6 | 9.4 | 76.4 | |
| Random forest2026.06 | 87.6 | 9.6 | 76.1 | |
| LightGBMTD=true2026.06 | 87.4 | 9.2 | 76.8 | |
| XGBoostTD=true2026.06 | 87.4 | 10 | 76.6 | |
| RealMLPTD=true2026.06 | 87.3 | 9.7 | 75.4 | |
| FlexTabbag=82026.06 | 87.1 | 5.8 | 79.5 | |
| FlexTabbag=12026.06 | 87 | 6.2 | 79.1 | |
| LimiX-16Mretrieval=true2026.06 | 86.8 | 5.5 | 78.1 | |
| LimiX-2Mretrieval=true2026.06 | 84.4 | 6.9 | 77.5 | |
| KNNk=52026.06 | 81.8 | 15.6 | 57.6 | |
| Naive2026.06 | 75 | 15.5 | -7.3 |