Multiclass Classification on TALENT
32.6SGMεNCM
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| NCM2025.08 | 32.6 | 30.5 | 62.7 | 27.8 | 0 | 0 | 1.47 | 1.47 | — | |
| NaiveBayes2025.08 | 32.1 | 29.4 | 60.9 | 32.7 | 0 | 0 | 0 | 0 | — | |
| GrowNet2025.08 | 21.6 | 24.4 | 69.1 | 59.6 | 0 | 0 | 2.94 | 5.88 | — | |
| SwitchTab2025.08 | 18.7 | 25 | 74.8 | 67.4 | 0 | 1.47 | 1.47 | 2.94 | — | |
| TabNet2025.08 | 18.3 | 26 | 75.3 | 61.5 | 0 | 0 | 0 | 0 | — | |
| SVM2025.08 | 18.2 | 23.4 | 75 | 69.7 | 2.94 | 5.88 | 5.88 | 8.82 | — | |
| Node2025.08 | 17.3 | 22 | 76.7 | 74.2 | 0 | 4.41 | 7.35 | 10.3 | — | |
| LogReg2025.08 | 16.2 | 20.2 | 76.7 | 75.5 | 1.47 | 4.41 | 7.35 | 13.2 | — | |
| TabTransformer2025.08 | 15.5 | 21.5 | 77.1 | 73.9 | 0 | 1.47 | 1.47 | 2.94 | — | |
| kNN2025.08 | 15.2 | 20.1 | 78.6 | 77.2 | 2.94 | 7.35 | 10.3 | 14.7 | — | |
| PTARL2025.08 | 13.9 | 19.1 | 79.6 | 80.8 | 0 | 1.47 | 1.47 | 4.41 | — | |
| RandomForest2025.08 | 13.7 | 15.7 | 79.7 | 83.1 | 5.88 | 8.82 | 13.2 | 27.9 | — | |
| Danets2025.08 | 13.7 | 17.7 | 79.5 | 82.9 | 0 | 1.47 | 2.94 | 5.88 | — | |
| TabCaps2025.08 | 13.4 | 16.5 | 79.7 | 83.7 | 0 | 1.47 | 5.88 | 13.2 | — | |
| Laplace KRR2025.08 | 13.3 | 13.5 | 80.4 | 86.4 | 5.88 | 16.2 | 20.6 | 33.8 | — | |
| Tangos2025.08 | 13.3 | 16.5 | 79.7 | 84.4 | 0 | 1.47 | 4.41 | 13.2 | — | |
| MLP2025.08 | 13.1 | 14.2 | 80.5 | 86.4 | 0 | 4.41 | 8.82 | 19.1 | — | |
| AutoInt2025.08 | 13 | 15.7 | 80.4 | 85.8 | 0 | 0 | 1.47 | 7.35 | — | |
| SNN2025.08 | 12.9 | 14.9 | 80.5 | 85.8 | 0 | 0 | 4.41 | 8.82 | — | |
| ResNet2025.08 | 12.7 | 12.3 | 80.7 | 87.9 | 0 | 4.41 | 16.2 | 36.8 | — | |
| DCN22025.08 | 12.7 | 14 | 80.6 | 86.5 | 1.47 | 4.41 | 10.3 | 26.5 | — | |
| Excelformer2025.08 | 12.7 | 16.1 | 80.5 | 85.3 | 0 | 0 | 4.41 | 17.6 | — | |
| LightGBM2025.08 | 12.5 | 11.7 | 81.3 | 88.3 | 5.88 | 22.1 | 33.8 | 44.1 | — | |
| FTT2025.08 | 12.5 | 12.8 | 81 | 86.8 | 0 | 5.88 | 10.3 | 29.4 | — | |
| XGBoost2025.08 | 12.4 | 12.1 | 81.5 | 88.6 | 4.41 | 19.1 | 26.5 | 41.2 | — | |
| MLP-PLR2025.08 | 11.9 | 13.2 | 81.5 | 88.1 | 0 | 7.35 | 11.8 | 25 | — | |
| CatBoost2025.08 | 11.7 | 10.3 | 81.9 | 90.5 | 1.47 | 19.1 | 36.8 | 51.5 | — | |
| TabPFN-v22025.08 | 10.8 | 7.15 | 82.3 | 93.5 | 25 | 51.5 | 63.2 | 70.6 | — | |
| xRFM2025.08 | 10.7 | 7.6 | 82.5 | 93.3 | 11.8 | 29.4 | 48.5 | 66.2 | — | |
| RealMLP2025.08 | 10.7 | 7.64 | 82.3 | 91.8 | 10.3 | 20.6 | 48.5 | 66.2 | — | |
| TabR2025.08 | 10.6 | 7.98 | 82.8 | 93.2 | 8.82 | 27.9 | 41.2 | 60.3 | — | |
| ModernNCA2025.08 | 10.6 | 8.88 | 82.5 | 91.2 | 10.3 | 30.9 | 44.1 | 61.8 | — | |
| ExcelFormer2025.08 | 9.55 | — | — | — | — | — | — | — | — | |
| FT-Transformer2025.08 | 9.39 | — | — | — | — | — | — | — | — | |
| TabR2025.08 | 8.75 | — | — | — | — | — | — | — | — | |
| ModernNCA2025.08 | 8.74 | — | — | — | — | — | — | — | — | |
| RealMLP2025.08 | 8.04 | — | — | — | — | — | — | — | — | |
| CatBoost2025.08 | 8.03 | — | — | — | — | — | — | — | — | |
| xRFM2025.08 | 7.91 | — | — | — | — | — | — | — | — | |
| LightGBM2025.08 | 7.75 | — | — | — | — | — | — | — | — | |
| XGBoost2025.08 | 7.63 | — | — | — | — | — | — | — | — | |
| TabPFN-v22025.08 | 7.37 | — | — | — | — | — | — | — | — | |
| AutoGluon2026.06 | — | — | — | — | — | — | — | — | 7.98 | |
| AutoInt2026.06 | — | — | — | — | — | — | — | — | 22.88 | |
| CatBoost2026.06 | — | — | — | — | — | — | — | — | 13.31 | |
| DANets2026.06 | — | — | — | — | — | — | — | — | 20.94 | |
| DCN-v22026.06 | — | — | — | — | — | — | — | — | 19.86 | |
| ET2026.06 | — | — | — | — | — | — | — | — | 17.08 | |
| ExcelFormer2026.06 | — | — | — | — | — | — | — | — | 15.49 | |
| FT-Transformer2026.06 | — | — | — | — | — | — | — | — | 17.75 | |
| GrowNet2026.06 | — | — | — | — | — | — | — | — | 28.48 | |
| LightGBM2026.06 | — | — | — | — | — | — | — | — | 11.34 | |
| LimiX-16MNumber of Parameters=16.52M2026.06 | — | — | — | — | — | — | — | — | 4.02 | |
| LimiX-2MNumber of Parameters=1.92M2026.06 | — | — | — | — | — | — | — | — | 6.53 | |
| MitraNumber of Parameters=75.67M2026.06 | — | — | — | — | — | — | — | — | 13.15 | |
| MLP2026.06 | — | — | — | — | — | — | — | — | 18.3 | |
| MLP-PLR2026.06 | — | — | — | — | — | — | — | — | 19.67 | |
| ModernNCA2026.06 | — | — | — | — | — | — | — | — | 18.61 | |
| NODE2026.06 | — | — | — | — | — | — | — | — | 25.69 | |
| RealMLP2026.06 | — | — | — | — | — | — | — | — | 10.17 | |
| ResNet2026.06 | — | — | — | — | — | — | — | — | 16.21 | |
| RF2026.06 | — | — | — | — | — | — | — | — | 14.85 | |
| SAINT2026.06 | — | — | — | — | — | — | — | — | 21.54 | |
| SNN2026.06 | — | — | — | — | — | — | — | — | 24.05 | |
| SwitchTab2026.06 | — | — | — | — | — | — | — | — | 23.53 | |
| T2G-Former2026.06 | — | — | — | — | — | — | — | — | 17.5 | |
| TabCaps2026.06 | — | — | — | — | — | — | — | — | 21.53 | |
| TabICLNumber of Parameters=27.10M2026.06 | — | — | — | — | — | — | — | — | 7.77 | |
| TabM2026.06 | — | — | — | — | — | — | — | — | 10.57 | |
| TabNet2026.06 | — | — | — | — | — | — | — | — | 25.74 | |
| TabPFN-v2Number of Parameters=7.24M2026.06 | — | — | — | — | — | — | — | — | 7.61 | |
| TabR2026.06 | — | — | — | — | — | — | — | — | 18.08 | |
| TabTransformer2026.06 | — | — | — | — | — | — | — | — | 23.46 | |
| TANGOS2026.06 | — | — | — | — | — | — | — | — | 17.6 | |
| XGBoost2026.06 | — | — | — | — | — | — | — | — | 11.01 |