Tabular Classification on TabArena
0.9338Churn ScoreEFE-Tab
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EFE-TabModel=TabPFN2026.07 | 0.9338 | — | — | — | 0.8042 | 0.7452 | 0.843 | 0.9376 | 0.8745 | 0.7625 | 0.8435 | 0.8132 | 2.22 | |
| LLM-FEModel=TabPFN2026.07 | 0.9331 | — | — | — | 0.7977 | 0.7423 | 0.8006 | 0.9461 | 0.8975 | 0.7597 | 0.8451 | 0.8219 | 2.56 | |
| CAAFEModel=TabPFN2026.07 | 0.9317 | — | — | — | 0.8037 | 0.7465 | 0.8431 | 0.9371 | 0.8751 | 0.762 | 0.843 | 0.8162 | 2.44 | |
| No FEModel=TabPFN2026.07 | 0.9307 | — | — | — | 0.804 | 0.7457 | 0.8406 | 0.936 | 0.873 | 0.7619 | 0.8478 | 0.8216 | 2.78 | |
| CAAFEModel=LightGBM2026.07 | 0.9305 | — | — | — | 0.8034 | 0.7437 | 0.8223 | 0.9339 | 0.8709 | 0.7634 | 0.82 | 0.8029 | 2.72 | |
| EFE-TabModel=LightGBM2026.07 | 0.9302 | — | — | — | 0.8052 | 0.7465 | 0.8293 | 0.9342 | 0.8674 | 0.7634 | 0.8297 | 0.815 | 1.94 | |
| EFE-TabModel=Decision Tree2026.07 | 0.9266 | — | — | — | 0.7923 | 0.7448 | 0.7473 | 0.9235 | 0.8434 | 0.7348 | 0.8136 | 0.8048 | 1.39 | |
| No FEModel=LightGBM2026.07 | 0.9251 | — | — | — | 0.8046 | 0.74 | 0.8224 | 0.9318 | 0.8646 | 0.7636 | 0.8318 | 0.8081 | 2.83 | |
| LLM-FEModel=LightGBM2026.07 | 0.9251 | — | — | — | 0.8027 | 0.7417 | 0.8026 | 0.9427 | 0.8938 | 0.7643 | 0.8352 | 0.8023 | 2.5 | |
| CAAFEModel=Decision Tree2026.07 | 0.9239 | — | — | — | 0.7864 | 0.7441 | 0.7285 | 0.9242 | 0.8409 | 0.7339 | 0.7852 | 0.7943 | 3 | |
| LLM-FEModel=Decision Tree2026.07 | 0.908 | — | — | — | 0.7914 | 0.7433 | 0.672 | 0.9382 | 0.8502 | 0.7345 | 0.7909 | 0.7971 | 2.44 | |
| No FEModel=Decision Tree2026.07 | 0.8944 | — | — | — | 0.7898 | 0.7417 | 0.7296 | 0.9235 | 0.834 | 0.7329 | 0.7974 | 0.8042 | 3.17 | |
| CatBoostSettings=default2025.12 | — | 3.4 | 0.7749 | 2 | — | — | — | — | — | — | — | — | — | |
| Logistic RegressionSettings=default2025.12 | — | 4.9 | 0.4277 | 2 | — | — | — | — | — | — | — | — | — | |
| MLPSettings=default2025.12 | — | 6.3 | 0.1801 | 0 | — | — | — | — | — | — | — | — | — | |
| Random ForestSettings=default2025.12 | — | 4.8 | 0.5761 | 0 | — | — | — | — | — | — | — | — | — | |
| TabPFNensembling=none2025.12 | — | 2.2 | 0.9031 | 5 | — | — | — | — | — | — | — | — | — | |
| TabPFN (RTFM)ensembling=none2025.12 | — | 1.9 | 0.9298 | 12 | — | — | — | — | — | — | — | — | — | |
| XGBoostSettings=default2025.12 | — | 4.5 | 0.5918 | 0 | — | — | — | — | — | — | — | — | — |