Text Classification on CivilComments (16 groups)
86.3Average AccuracyPDE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PDE2025.11 | 86.3 | 71.5 | |
| IRM2025.11 | 85.5 | 63.2 | |
| Focal2025.11 | 85.5 | 62 | |
| ERM2025.11 | 85.4 | 63.7 | |
| Mixup2025.11 | 84.9 | 66.1 | |
| MMD2025.11 | 84.6 | 54.5 | |
| BSoftmax2025.11 | 83.8 | 71.2 | |
| CVaRDRO2025.11 | 83.5 | 68.7 | |
| JTT2025.11 | 83.3 | 64.3 | |
| SqrtReWeight2025.11 | 83.3 | 71.7 | |
| DFR2025.11 | 83.3 | 69.6 | |
| CBLoss2025.11 | 82.9 | 73.3 | |
| LISA2025.11 | 82.7 | 73.7 | |
| ReWeight2025.11 | 82.5 | 72.5 | |
| ReSample2025.11 | 82.2 | 73.3 | |
| LDAM2025.11 | 81.9 | 37.4 | |
| GroupDRO2025.11 | 81.8 | 70.6 | |
| SCER2025.11 | 81.7 | 74 | |
| ElRep2025.11 | 79 | 70.5 | |
| LfF2025.11 | 65.5 | 51 |