TALENT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Binary classification | TALENT (test) | Top-1 Accuracy80.9 | 113 | |
| Multiclass classification | TALENT | SGMε32.6 | 42 | |
| Multiclass classification | TALENT Multiclass (> 10 classes) Full (avg across datasets) | Rank3.75 | 31 | |
| Regression | TALENT 100 datasets | Rank4.7 | 28 | |
| do-Shapley Value Estimation | TALENT | Mean0.35 | 16 | |
| Binary classification | TALENT Remaining | Shifted Geometric Mean Error0.1021 | 10 | |
| Binary classification | TALENT TabArena | Shifted Geometric Mean Error (SGME)0.1485 | 10 | |
| Regression | TALENT Remaining (test) | Shifted Geometric Mean Error0.319 | 10 | |
| Regression | TALENT TabArena (test) | Shifted Geometric Mean Error0.238 | 10 | |
| Multiclass classification | TALENT datasets not included in TabArena (Remaining) | SGM Error0.1097 | 10 | |
| Classification | Talent CLS | AUC89.78 | 9 | |
| Regression | Talent-REG | RMSE0.4633 | 9 | |
| Tabular Regression | TALENT 100 regression tasks | RMSE (Mean)0.5151 | 8 |
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