Multiclass Classification on TabArena Lite
1,662Elo RatingAutoGluon 1.5
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| AutoGluon 1.5Model setting=extreme, Time budget=4h2026.05 | 1,662 | 71 | 9.8 | 3.2 | 9 | 5.1 | 293.65 | 4.36 | — | — | |
| TabICLv2-RetoucheModel setting=T+E2026.05 | 1,651 | 66.5 | 10.2 | 5 | 1.3 | 7 | 243.17 | 22.03 | — | — | |
| TabICLv2-RetoucheModel setting=T2026.05 | 1,632 | 65.9 | 11 | 4.3 | 5.3 | 7.1 | 243.17 | 7.33 | — | — | |
| TabPFN-2.6Model setting=D2026.05 | 1,627 | 64.3 | 11.3 | 5.3 | 3 | 7.8 | 5.75 | 0.6 | — | — | |
| RealTabPFN-2.5Model setting=T+E2026.05 | 1,614 | 63 | 11.8 | 4.2 | 4 | 6.8 | 2,059.94 | 9.79 | — | — | |
| TabICLv2-RetoucheModel setting=D2026.05 | 1,608 | 62.3 | 12.1 | 5.9 | 1.3 | 7.5 | 20.8 | 7.24 | — | — | |
| TabICLv2Model setting=D2026.05 | 1,595 | 63.3 | 12.7 | 4 | 6 | 7.8 | 4.01 | 0.35 | — | — | |
| AutoGluon 1.4Model setting=extreme, Time budget=4h2026.05 | 1,583 | 60.5 | 13.3 | 5.8 | 2 | 8.2 | 556.15 | 6.31 | — | — | |
| RealTabPFN-2.5Model setting=T2026.05 | 1,561 | 55.6 | 14.3 | 6.9 | 2 | 8.7 | 2,059.94 | 1.03 | — | — | |
| RealTabPFN-2.5Model setting=D2026.05 | 1,529 | 50.8 | 16 | 9 | 0 | 8.9 | 5.71 | 0.61 | — | — | |
| AutoGluon 1.4Model setting=best, Time budget=4h2026.05 | 1,528 | 50.2 | 16.1 | 7.7 | 1 | 9.7 | 1,754.94 | 1.77 | — | — | |
| AutoGluonVersion=1.3, Time budget=4h2025.08 | 1,521 | 58.6 | 9 | 3 | 2 | 9.7 | 4,917.81 | 4.05 | — | — | |
| RealMLPModel setting=T+E2026.05 | 1,500 | 45.8 | 17.7 | 10.6 | 1 | 10.7 | 2,791.97 | 13.89 | — | — | |
| CatBoostSetting=Tuned2025.08 | 1,441 | 43.9 | 12.5 | 9.6 | 0 | 11.9 | 3,307.58 | 0.14 | — | — | |
| CatBoostSetting=Tuned + Ensemble2025.08 | 1,441 | 44.6 | 12.4 | 9.4 | 0 | 11.1 | 3,307.58 | 1.18 | — | — | |
| TabDPTModel setting=T+E2026.05 | 1,430 | 40.3 | 22 | 7.4 | 3 | 11.4 | 6,154.73 | 386.17 | — | — | |
| RealMLPModel setting=T2026.05 | 1,428 | 37.8 | 22 | 12.8 | 0 | 12 | 2,791.97 | 0.37 | — | — | |
| TabPFNv2Setting=Tuned + Ensemble2025.08 | 1,419 | 51.8 | 13.5 | 4.2 | 1 | 13.8 | 2,584.13 | 12.37 | — | — | |
| LightGBMSetting=Tuned + Ensemble2025.08 | 1,418 | 39.3 | 13.2 | 7.5 | 0 | 13.6 | 1,280.01 | 4.08 | — | — | |
| LightGBMSetting=Tuned2025.08 | 1,405 | 38.1 | 13.9 | 6.9 | 0 | 13.6 | 1,280.01 | 1.05 | — | — | |
| LightGBMModel setting=T+E2026.05 | 1,400 | 27.5 | 24 | 18.9 | 0 | 13.4 | 416.56 | 2.24 | — | — | |
| TabMSetting=Tuned + Ensemble2025.08 | 1,387 | 40.5 | 14.8 | 9.7 | 0 | 15.7 | 5,568.31 | 1.78 | — | — | |
| XGBoostSetting=Tuned + Ensemble2025.08 | 1,377 | 31 | 15.2 | 13.3 | 0 | 14 | 2,029.77 | 4.11 | — | — | |
| TabMSetting=Tuned2025.08 | 1,373 | 40.1 | 15.5 | 9.1 | 0 | 16 | 5,568.31 | 0.37 | — | — | |
| XGBoostSetting=Tuned2025.08 | 1,373 | 31.7 | 15.6 | 13.1 | 0 | 13.7 | 2,029.77 | 1.04 | — | — | |
| RealMLPSetting=Tuned + Ensemble2025.08 | 1,359 | 33.7 | 16.2 | 5.3 | 1 | 16.8 | 6,866.35 | 10.4 | — | — | |
| TabPFNv2Setting=Default2025.08 | 1,358 | 36.1 | 16.4 | 4.7 | 1 | 12.5 | 5.48 | 0.35 | — | — | |
| xRFMSetting=Tuned + Ensemble2025.08 | 1,357 | 36.9 | 16.2 | 7 | 0 | 14.8 | 515.01 | 1.68 | — | — | |
| TabPFNv2Setting=Tuned2025.08 | 1,346 | 36.6 | 17 | 6.5 | 0 | 14.9 | 2,584.13 | 0.41 | — | — | |
| ModernNCASetting=Tuned + Ensemble2025.08 | 1,345 | 30.2 | 16.9 | 10.4 | 0 | 15.3 | 6,684.65 | 9.59 | — | — | |
| ModernNCASetting=Tuned2025.08 | 1,332 | 24.8 | 17.8 | 12.4 | 0 | 15.6 | 6,684.65 | 0.75 | — | — | |
| RealMLPSetting=Tuned2025.08 | 1,304 | 25.3 | 19.1 | 15.5 | 0 | 18.4 | 6,866.35 | 0.92 | — | — | |
| CatBoostSetting=Default2025.08 | 1,296 | 20.1 | 19.2 | 16.9 | 0 | 16.1 | 43.1 | 0.25 | — | — | |
| TabICLSetting=Default2025.08 | 1,293 | 32.5 | 19.9 | 4.5 | 1 | 20.5 | 11.51 | 1.95 | — | — | |
| TabMSetting=Default2025.08 | 1,293 | 28.4 | 19.9 | 9.4 | 0 | 19.7 | 17.09 | 0.15 | — | — | |
| ExtraTreesSetting=Tuned + Ensemble2025.08 | 1,286 | 28.9 | 20.2 | 11 | 0 | 17.7 | 728.32 | 2.44 | — | — | |
| xRFMSetting=Tuned2025.08 | 1,283 | 27.3 | 20.4 | 5.2 | 1 | 16.4 | 515.01 | 0.2 | — | — | |
| ExtraTreesSetting=Tuned2025.08 | 1,265 | 26.2 | 21.2 | 11.2 | 0 | 17.3 | 728.32 | 0.36 | — | — | |
| RandomForestSetting=Tuned + Ensemble2025.08 | 1,260 | 32.1 | 20.9 | 6.1 | 0 | 15.9 | 729.17 | 1.83 | — | — | |
| TorchMLPSetting=Tuned + Ensemble2025.08 | 1,260 | 18.8 | 21.2 | 17.5 | 0 | 19.6 | 3,646.83 | 2.16 | — | — | |
| TorchMLPSetting=Tuned2025.08 | 1,218 | 15.6 | 23.9 | 17.8 | 0 | 21.6 | 3,646.83 | 0.19 | — | — | |
| RandomForestSetting=Tuned2025.08 | 1,190 | 24.1 | 24.9 | 12.1 | 0 | 17.6 | 729.17 | 0.33 | — | — | |
| XGBoostSetting=Default2025.08 | 1,188 | 10.2 | 24.9 | 21.5 | 0 | 18.1 | 4.93 | 0.59 | — | — | |
| TabDPTSetting=Default2025.08 | 1,186 | 25.9 | 25.2 | 4.7 | 1 | 23.3 | 33.52 | 20.75 | — | — | |
| FastaiMLPSetting=Tuned + Ensemble2025.08 | 1,182 | 20.5 | 25.2 | 12.1 | 0 | 24.2 | 2,721.87 | 12.59 | — | — | |
| LightGBMSetting=Default2025.08 | 1,180 | 15.8 | 25.4 | 19.6 | 0 | 21.3 | 5.12 | 0.44 | — | — | |
| EBMSetting=Tuned + Ensemble2025.08 | 1,168 | 16.6 | 26 | 17.1 | 0 | 24.6 | 1,471.12 | 0.27 | — | — | |
| EBMSetting=Tuned2025.08 | 1,144 | 16 | 27.4 | 19 | 0 | 24.9 | 1,471.12 | 0.03 | — | — | |
| xRFMSetting=Default2025.08 | 1,129 | 9.4 | 28.4 | 22.1 | 0 | 23.9 | 2.22 | 0.2 | — | — | |
| ModernNCASetting=Default2025.08 | 1,110 | 5.1 | 29.1 | 26.8 | 0 | 25.9 | 17.24 | 0.57 | — | — | |
| FastaiMLPSetting=Tuned2025.08 | 1,100 | 10.4 | 29.6 | 20.3 | 0 | 25.8 | 2,721.87 | 1.08 | — | — | |
| RealMLPSetting=Default2025.08 | 1,049 | 7.1 | 32 | 24.5 | 0 | 26.3 | 26.02 | 4.18 | — | — | |
| EBMSetting=Default2025.08 | 1,046 | 9.5 | 32 | 24.3 | 0 | 27.7 | 6.16 | 0.08 | — | — | |
| RandomForestSetting=Default2025.08 | 1,000 | 0 | 33.9 | 32 | 0 | 33.3 | 0.74 | 0.15 | — | — | |
| TorchMLPSetting=Default2025.08 | 972 | 0.4 | 35 | 33.6 | 0 | 28.5 | 14.37 | 0.36 | — | — | |
| FastaiMLPSetting=Default2025.08 | 952 | 3.8 | 35.9 | 31.9 | 0 | 33.4 | 8.37 | 0.66 | — | — | |
| ExtraTreesSetting=Default2025.08 | 862 | 1.3 | 38.6 | 35.1 | 0 | 39.1 | 0.76 | 0.15 | — | — | |
| LinearSetting=Tuned + Ensemble2025.08 | 752 | 0 | 41.8 | 41.5 | 0 | 45.6 | 170.51 | 0.2 | — | — | |
| LinearSetting=Tuned2025.08 | 718 | 0 | 42.3 | 41.9 | 0 | 45.8 | 170.51 | 0.13 | — | — | |
| KNNSetting=Tuned + Ensemble2025.08 | 714 | 0 | 42.4 | 41 | 0 | 52.5 | 2.99 | 0.17 | — | — | |
| LinearSetting=Default2025.08 | 689 | 0 | 42.9 | 42.7 | 0 | 46.9 | 3.89 | 0.16 | — | — | |
| KNNSetting=Default2025.08 | 544 | 0 | 45.4 | 45.1 | 0 | 69.5 | 0.33 | 0.05 | — | — | |
| KNNSetting=Tuned2025.08 | 541 | 0 | 45.6 | 45.5 | 0 | 58.3 | 2.99 | 0.06 | — | — | |
| AutoGluon2026.06 | — | — | — | — | — | — | — | — | 88.1 | — | |
| CatBoost2026.06 | — | — | — | — | — | — | — | — | 88.2 | 3.8 | |
| ConTextTab2026.06 | — | — | — | — | — | — | — | — | 87.6 | 4.2 | |
| FlexTabbagging size=82026.06 | — | — | — | — | — | — | — | — | 87.1 | 3.6 | |
| FlexTabbagging size=12026.06 | — | — | — | — | — | — | — | — | 87 | 3.8 | |
| Random forest2026.06 | — | — | — | — | — | — | — | — | 87.6 | 5.5 | |
| RealMLP2026.06 | — | — | — | — | — | — | — | — | 88.3 | 3.4 | |
| TabICLv22026.06 | — | — | — | — | — | — | — | — | 88.7 | 2.2 | |
| TabPFNv2.62026.06 | — | — | — | — | — | — | — | — | 88.7 | 1.9 |