Text Classification on AGNews 4 classes clean e=0 (test)
88.2AccuracyVanilla Loss
Evaluation results
| Method | Links | |
|---|---|---|
| Vanilla LossSmooth Rate (r)=0.02021.06 | 88.2 | |
| r_opt (proposed)Smooth Rate (r)=r_opt2021.06 | 88.2 | |
| Label SmoothingSmooth Rate (r)=0.22021.06 | 87.79 | |
| Label SmoothingSmooth Rate (r)=0.42021.06 | 86.33 | |
| Negative Label SmoothingSmooth Rate (r)=-0.152021.06 | 85.04 | |
| Negative Label SmoothingSmooth Rate (r)=-0.22021.06 | 84.08 | |
| Negative Label SmoothingSmooth Rate (r)=-0.362021.06 | 81.39 | |
| Negative Label SmoothingSmooth Rate (r)=-0.42021.06 | 80.76 | |
| Negative Label SmoothingSmooth Rate (r)=-0.62021.06 | 77.62 | |
| Negative Label SmoothingSmooth Rate (r)=-0.672021.06 | 76.7 | |
| Negative Label SmoothingSmooth Rate (r)=-1.142021.06 | 72.38 |