Classification on chess (F1 score)
99.47F1 ScoreRRL
Evaluation Results
| Method | Links | |
|---|---|---|
| RRLValidation Strategy=five-fold cross-validation2025.08 | 99.47 | |
| XGBValidation Strategy=five-fold cross-validation2025.08 | 99.34 | |
| NLNValidation Strategy=five-fold cross-validation2025.08 | 99.31 | |
| ODDValidation Strategy=five-fold cross-validation2025.08 | 97.89 | |
| RNSModel Interpretability=Interpretable2024.08 | 81.19 | |
| TabNetModel Interpretability=Non-interpretable2024.08 | 80.78 | |
| XGBModel Interpretability=Non-interpretable2024.08 | 80.66 | |
| FTModel Interpretability=Non-interpretable2024.08 | 80.64 | |
| NODEModel Interpretability=Non-interpretable2024.08 | 80.64 | |
| LORDModel Interpretability=Interpretable2024.08 | 80.61 | |
| LGBMModel Interpretability=Non-interpretable2024.08 | 80.58 | |
| CRSModel Interpretability=Interpretable2024.08 | 80.21 | |
| C4.5Model Interpretability=Interpretable2024.08 | 79.9 | |
| RRLModel Interpretability=Interpretable2024.08 | 79.66 | |
| SVMModel Interpretability=Non-interpretable2024.08 | 79.58 | |
| SAINTModel Interpretability=Non-interpretable2024.08 | 79.37 | |
| CARTModel Interpretability=Interpretable2024.08 | 79.15 | |
| BNNModel Interpretability=Non-interpretable2024.08 | 78.55 | |
| PLNNModel Interpretability=Non-interpretable2024.08 | 77.85 | |
| TabTransModel Interpretability=Non-interpretable2024.08 | 77.64 | |
| PTURSModel Interpretability=Interpretable2024.08 | 77.58 | |
| DRNETModel Interpretability=Interpretable2024.08 | 76.34 | |
| VIMEModel Interpretability=Non-interpretable2024.08 | 76.27 | |
| KNNModel Interpretability=Interpretable2024.08 | 75.21 | |
| RFModel Interpretability=Non-interpretable2024.08 | 75 | |
| RIPPERModel Interpretability=Interpretable2024.08 | 70.95 | |
| STGModel Interpretability=Non-interpretable2024.08 | 60.33 | |
| LRModel Interpretability=Interpretable2024.08 | 33.06 | |
| SBRLModel Interpretability=Interpretable2024.08 | 26.44 | |
| CORELSModel Interpretability=Interpretable2024.08 | 24.86 |