Tabular Classification and Regression on TALENT Tiny
88.9Mean AccuracyLimiX-16M
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LimiX-16Mretrieval=true2026.06 | 88.9 | 5.4 | 84.4 | |
| RealMLPHPO=true, CV=52026.06 | 88.6 | 4.8 | 85 | |
| RealMLP2026.06 | 88.6 | 3.4 | — | |
| TabPFNv2.62026.06 | 88.4 | 3.4 | 84.9 | |
| TabPFNv2.62026.06 | 88.4 | 2.5 | — | |
| TabICLv22026.06 | 88.3 | 3 | 85.3 | |
| TabICLv22026.06 | 88.3 | 2.2 | — | |
| LimiX-2Mretrieval=true2026.06 | 88.1 | 7.3 | 81.5 | |
| FlexTabbag=82026.06 | 88 | 5.1 | 85.8 | |
| FlexTabbagging size=82026.06 | 88 | 3.2 | — | |
| FlexTabbag=12026.06 | 87.9 | 5.4 | 85.5 | |
| FlexTabbagging size=12026.06 | 87.9 | 3.4 | — | |
| AutoGluon2026.06 | 87.8 | — | 85.3 | |
| AutoGluon2026.06 | 87.8 | — | — | |
| ConTextTab2026.06 | 87.6 | 6.4 | 83.2 | |
| ConTextTab2026.06 | 87.6 | 4 | — | |
| CatBoostHPO=true, CV=52026.06 | 87.1 | 5.9 | 83.5 | |
| CatBoost2026.06 | 87.1 | 4.2 | — | |
| XGBoostHPO=true, CV=52026.06 | 87 | 6.7 | 81.1 | |
| LightGBMHPO=true, CV=52026.06 | 86.9 | 6.8 | 81.5 | |
| LightGBMTD=true2026.06 | 86.4 | 8.7 | 78.3 | |
| XGBoostTD=true2026.06 | 86.3 | 10.4 | 78 | |
| CatBoostTD=true2026.06 | 86.2 | 9.4 | 82.3 | |
| RealMLPTD=true2026.06 | 86 | 8.9 | 79.6 | |
| Random forest2026.06 | 85.6 | 10.3 | 78 | |
| Random forest2026.06 | 85.6 | 5.9 | — | |
| KNNk=52026.06 | 80.3 | 16.6 | 66.9 | |
| Naive2026.06 | 53.4 | 17.6 | -21 |