Classification on letRecog (F1 score)
97.2F1 ScoreNODE
Evaluation Results
| Method | Links | |
|---|---|---|
| NODEModel Interpretability=Non-interpretable2024.08 | 97.2 | |
| FTModel Interpretability=Non-interpretable2024.08 | 97.17 | |
| SAINTModel Interpretability=Non-interpretable2024.08 | 96.72 | |
| RFModel Interpretability=Non-interpretable2024.08 | 96.59 | |
| LGBMModel Interpretability=Non-interpretable2024.08 | 96.51 | |
| XGBModel Interpretability=Non-interpretable2024.08 | 96.38 | |
| LORDModel Interpretability=Interpretable2024.08 | 96.32 | |
| RRLModel Interpretability=Interpretable2024.08 | 96.14 | |
| RNSModel Interpretability=Interpretable2024.08 | 95.82 | |
| SVMModel Interpretability=Non-interpretable2024.08 | 95.57 | |
| TabNetModel Interpretability=Non-interpretable2024.08 | 93.44 | |
| RIPPERModel Interpretability=Interpretable2024.08 | 92.94 | |
| PLNNModel Interpretability=Non-interpretable2024.08 | 92.34 | |
| KNNModel Interpretability=Interpretable2024.08 | 91.92 | |
| PTURSModel Interpretability=Interpretable2024.08 | 89.37 | |
| DRNETModel Interpretability=Interpretable2024.08 | 88.73 | |
| C4.5Model Interpretability=Interpretable2024.08 | 88.2 | |
| CARTModel Interpretability=Interpretable2024.08 | 87.62 | |
| CRSModel Interpretability=Interpretable2024.08 | 84.96 | |
| TabTransModel Interpretability=Non-interpretable2024.08 | 81.75 | |
| BNNModel Interpretability=Non-interpretable2024.08 | 81.06 | |
| VIMEModel Interpretability=Non-interpretable2024.08 | 80.05 | |
| STGModel Interpretability=Non-interpretable2024.08 | 78.18 | |
| LRModel Interpretability=Interpretable2024.08 | 72.05 | |
| SBRLModel Interpretability=Interpretable2024.08 | 64.32 | |
| CORELSModel Interpretability=Interpretable2024.08 | 61.13 |