Classification on 80 classification datasets
0.11Median Effect Size (F1 pts)CatBoost
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CatBoost2025.12 | 0.11 | — | — | 0 | 0.0001 | |
| TP-BERTa2025.12 | 0.1 | — | — | 0.017 | 0 | |
| RoBERTa-Tab2025.12 | 0.095 | — | — | 0.079 | 0 | |
| MITRA2025.12 | 0.091 | — | — | 0.023 | 0.0002 | |
| BOLERO2025.12 | 0.089 | 62.7 | — | — | — | |
| TABICL2025.12 | 0.089 | — | — | 0.018 | 0.0001 | |
| XGBoost2025.12 | 0.086 | — | — | 0.01 | 0.0002 | |
| MITRAFine-tuned=true2025.12 | 0.084 | — | — | 0.023 | 0.0004 | |
| TabPFNVersion=v22025.12 | 0.083 | — | — | 0.023 | 0.0006 | |
| XGBoost2025.12 | 0.057 | 40.9 | — | — | — | |
| RoBERTa-Tab2025.12 | 0.007 | 42.7 | — | — | — | |
| TP-BERTa2025.12 | -0.012 | 33.1 | — | — | — | |
| TabPFN-v22025.12 | -0.024 | 47.1 | — | — | — | |
| MITRA-FTFine-tuned=true2025.12 | -0.024 | 43 | — | — | — | |
| TABICL2025.12 | -0.025 | 40.9 | — | — | — | |
| MITRAFine-tuned=false2025.12 | -0.026 | 37.8 | — | — | — | |
| CatBoost2025.12 | -0.028 | 40 | — | — | — |