Text Classification on AGNews (test, 4 classes symmetric noise e=0.2)
87.75AccuracyNegative Label Smoothing
Evaluation Results
| Method | Links | |
|---|---|---|
| Negative Label SmoothingSmooth Rate (r)=-0.362021.06 | 87.75 | |
| r_opt (proposed)Smooth Rate (r)=r_opt2021.06 | 87.75 | |
| Negative Label SmoothingSmooth Rate (r)=-0.22021.06 | 87.5 | |
| Negative Label SmoothingSmooth Rate (r)=-0.152021.06 | 87.47 | |
| Negative Label SmoothingSmooth Rate (r)=-0.42021.06 | 87.28 | |
| Vanilla LossSmooth Rate (r)=0.02021.06 | 86.8 | |
| Label SmoothingSmooth Rate (r)=0.22021.06 | 85.67 | |
| Negative Label SmoothingSmooth Rate (r)=-0.62021.06 | 84.68 | |
| Label SmoothingSmooth Rate (r)=0.42021.06 | 83.93 | |
| Negative Label SmoothingSmooth Rate (r)=-0.672021.06 | 83.87 | |
| Negative Label SmoothingSmooth Rate (r)=-1.142021.06 | 78.28 |