Tabular Prediction on TabArena all 51 datasets
1,800Elo RatingTabPFN-3-Thinking
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TabPFN-3-ThinkingMode=Thinking, Train time per 1K [s]=37.69, Predict time per 1K [s]=3.262026.05 | 1,800 | 13.2 | 4.7 | — | — | — | — | — | |
| AutoGluon 1.5Mode=extreme, 4h, Train time per 1K [s]=289.07, Predict time per 1K [s]=4.032026.05 | 1,695 | 5.8 | 5.7 | — | — | — | — | — | |
| TabPFN-3Mode=Defaults, Train time per 1K [s]=2.31, Predict time per 1K [s]=0.742026.05 | 1,677 | 6.3 | 6.9 | — | — | — | — | — | |
| TabPFN-2.6Mode=Defaults, Train time per 1K [s]=5.48, Predict time per 1K [s]=0.552026.05 | 1,623 | 1.3 | 8.7 | — | — | — | — | — | |
| RealTabPFN-2.5Mode=Tuned + Ensembled, Train time per 1K [s]=2040.22, Predict time per 1K [s]=8.922026.05 | 1,602 | 2.1 | 8.3 | — | — | — | — | — | |
| TabICLv2Mode=Defaults, Train time per 1K [s]=4.02, Predict time per 1K [s]=0.382026.05 | 1,599 | 5.3 | 7.7 | — | — | — | — | — | |
| RealTabPFN-2.5Mode=Tuned, Train time per 1K [s]=2040.22, Predict time per 1K [s]=1.222026.05 | 1,559 | 1.4 | 9.1 | — | — | — | — | — | |
| AutoGluon 1.3Time Budget=4h2025.08 | 1,536 | 7 | 6.4 | 0.604 | 7.9 | 3.3 | 1,453.27 | 3.15 | |
| RealTabPFN-2.5Mode=Defaults, Train time per 1K [s]=5.81, Predict time per 1K [s]=0.642026.05 | 1,526 | 0.9 | 9.5 | — | — | — | — | — | |
| RealMLPMode=Tuned + Ensembled, Train time per 1K [s]=2950.72, Predict time per 1K [s]=11.992026.05 | 1,514 | 0.5 | 11.2 | — | — | — | — | — | |
| TabDPTMode=Tuned + Ensembled, Train time per 1K [s]=4907.64, Predict time per 1K [s]=286.652026.05 | 1,461 | 2 | 11.7 | — | — | — | — | — | |
| TabMMode=Tuned + Ensembled, Train time per 1K [s]=3285.87, Predict time per 1K [s]=1.472026.05 | 1,449 | 1 | 12.6 | — | — | — | — | — | |
| LightGBMMode=Tuned + Ensembled, Train time per 1K [s]=416.98, Predict time per 1K [s]=2.642026.05 | 1,438 | 0.1 | 13.6 | — | — | — | — | — | |
| RealMLPMode=Tuned, Train time per 1K [s]=2950.72, Predict time per 1K [s]=0.662026.05 | 1,433 | 0.4 | 12.5 | — | — | — | — | — | |
| CatBoostMode=Tuned + Ensembled, Train time per 1K [s]=1658.41, Predict time per 1K [s]=0.652026.05 | 1,420 | 0.1 | 13.2 | — | — | — | — | — | |
| CatBoostMode=Tuned, Train time per 1K [s]=1658.41, Predict time per 1K [s]=0.082026.05 | 1,410 | 0.5 | 13.4 | — | — | — | — | — | |
| TabDPTMode=Tuned, Train time per 1K [s]=4907.64, Predict time per 1K [s]=39.962026.05 | 1,405 | 0.7 | 12.9 | — | — | — | — | — | |
| TabMMode=Tuned, Train time per 1K [s]=3285.87, Predict time per 1K [s]=0.172026.05 | 1,392 | 0.3 | 13.5 | — | — | — | — | — | |
| LightGBMMode=Tuned, Train time per 1K [s]=416.98, Predict time per 1K [s]=0.332026.05 | 1,390 | 0 | 14.3 | — | — | — | — | — | |
| XGBoostMode=Tuned + Ensembled, Train time per 1K [s]=693.49, Predict time per 1K [s]=1.692026.05 | 1,379 | 0.1 | 14.4 | — | — | — | — | — | |
| CatBoostTuning Status=Tuned2025.08 | 1,372 | 0 | 10 | 0.37 | 14.5 | 8.7 | 1,665.53 | 0.07 | |
| CatBoostMode=Defaults, Train time per 1K [s]=6.83, Predict time per 1K [s]=0.082026.05 | 1,371 | 0.2 | 14.2 | — | — | — | — | — | |
| XGBoostMode=Tuned, Train time per 1K [s]=693.49, Predict time per 1K [s]=0.312026.05 | 1,354 | 0 | 14.7 | — | — | — | — | — | |
| TabMTuning Status=Tuned2025.08 | 1,354 | 0 | 9.9 | 0.369 | 15.5 | 8.5 | 3,133.91 | 0.13 | |
| LightGBMTuning Status=Tuned2025.08 | 1,353 | 0 | 11.1 | 0.322 | 15.4 | 10.6 | 416.56 | 0.38 | |
| XGBoostTuning Status=Tuned2025.08 | 1,346 | 1 | 11 | 0.312 | 15.8 | 9 | 700.96 | 0.21 | |
| TabDPTMode=Defaults, Train time per 1K [s]=47.62, Predict time per 1K [s]=43.742026.05 | 1,326 | 0.3 | 15.3 | — | — | — | — | — | |
| TabMMode=Defaults, Train time per 1K [s]=10.49, Predict time per 1K [s]=0.132026.05 | 1,299 | 0.2 | 15.7 | — | — | — | — | — | |
| RealMLPTuning Status=Tuned2025.08 | 1,279 | 0 | 12.3 | 0.247 | 19.1 | 13.3 | 6,559.12 | 0.35 | |
| TabICLTuning Status=Defaults2025.08 | 1,278 | 4 | 11.6 | 0.299 | 19.3 | 6.2 | 6.86 | 1.52 | |
| TabPFNv2Tuning Status=Tuned2025.08 | 1,268 | 1 | 12.1 | 0.303 | 19.8 | 6.8 | 2,942.08 | 0.26 | |
| CustomTabPFNv2Tuning Status=Defaults, Evaluation Protocol=zero-shot2025.08 | 1,254 | 3 | 12.3 | 0.308 | 20.4 | 6.3 | 8.67 | 4.45 | |
| RealMLPMode=Defaults, Train time per 1K [s]=10.06, Predict time per 1K [s]=1.692026.05 | 1,234 | 0.1 | 17.1 | — | — | — | — | — | |
| TabPFNv2Tuning Status=Defaults2025.08 | 1,227 | 1 | 13.1 | 0.262 | 22 | 7.8 | 3.27 | 0.32 | |
| XGBoostMode=Defaults, Train time per 1K [s]=1.94, Predict time per 1K [s]=0.122026.05 | 1,215 | 0 | 17.5 | — | — | — | — | — | |
| LightGBMMode=Defaults, Train time per 1K [s]=1.96, Predict time per 1K [s]=0.142026.05 | 1,189 | 0 | 18 | — | — | — | — | — | |
| XGBoostTuning Status=Defaults2025.08 | 1,184 | 1 | 14.3 | 0.139 | 24.3 | 14.3 | 2.06 | 0.12 | |
| KNNTuning Status=Defaults2025.08 | 475 | 0 | 54.7 | 0 | 44.6 | 44.2 | 0.05 | 0.02 |