Text Classification on CivilComments-WILDS (test)
92.34AccuracyERM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ERMBias labels used for training (TR.)=false, Bias labels used for validation (VAL)=false2025.12 | 92.34 | 57.06 | |
| ERM2024.11 | 92.1 | 58.6 | |
| PGD2024.11 | 92.1 | 70.6 | |
| JTT2024.11 | 91.1 | 69.3 | |
| JTTBias labels used for training (TR.)=false, Bias labels used for validation (VAL)=false2025.12 | 91.1 | 69.3 | |
| AFRBias labels used for training (TR.)=false, Bias labels used for validation (VAL)=false2025.12 | 89.8 | 68.7 | |
| GroupDROBias labels used for training (TR.)=true, Bias labels used for validation (VAL)=true2025.12 | 88.9 | 69.9 | |
| DFRBias labels used for training (TR.)=false, Bias labels used for validation (VAL)=true2025.12 | 87.2 | 70.1 | |
| NSFBias labels used for training (TR.)=false, Bias labels used for validation (VAL)=false2025.12 | 87.19 | 79.51 | |
| DPR2024.11 | 82.9 | 70.9 | |
| CNC2024.11 | 81.7 | 68.9 | |
| CNCBias labels used for training (TR.)=false, Bias labels used for validation (VAL)=false2025.12 | 81.7 | 68.9 | |
| LC2024.11 | 80.3 | 70.3 |