| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | Bank | Accuracy96.9 | 25 | |
| Short-text Clustering | Bank 77 (test) | NMI85.15 | 22 | |
| Counterfactual Explanation | Bank Protocol B, B=64 | Validity1 | 12 | |
| Classification | Bank 30% MCAR | F1 Score81 | 12 | |
| Missing data imputation | Bank 30% MCAR | Average Error0.095 | 11 | |
| Multi-task Classification | Bank (test) | F1 Score73.8 | 10 | |
| Classification | Bank real-world (test) | Accuracy90.6 | 10 | |
| Tabular Data Synthesis | Bank (test) | AUC0.935 | 10 | |
| Tabular Data Synthesis | Bank | Density Similarity (Single Column)0.998 | 9 | |
| CASH | bank32nh (test) | Test Error18.07 | 9 | |
| Classification | bank | Balanced Accuracy85.993 | 8 | |
| Multi-label classification | bank | Accuracy63.19 | 7 | |
| Classification | bank UCI/KEEL (test) | Accuracy89.31 | 6 | |
| Classification | bank UCI (test) | Accuracy98.8 | 6 | |
| Shapley value approximation | bank | MSE0.0041 | 6 | |
| Future Window Prediction | Bank | MAE0.79 | 6 | |
| Current Window Prediction | Bank | MAE0.35 | 6 | |
| Previous Window Prediction | Bank | MAE0.76 | 6 | |
| domain-specific question answering | bank | Accuracy87.94 | 5 | |
| Fairness Testing | Bank | Count of Individual Fairness Disparities1,744 | 5 | |
| Fairness Quantification | Bank | Disparity Gap0 | 4 | |
| Counterfactual Dataset Generation | Bank (test) | CFDs Found24 | 3 | |
| Regression | bank (test) | MSE0.0192 | 3 | |
| Accuracy Estimation | Bank | Mean Error (Mean)5.4 | 3 | |
| Model Allocation | Bank | AUC76 | 1 |