Text Classification on AGNews 4 classes symmetric noise, e=0.1 (test)
88AccuracyNegative Label Smoothing
Evaluation results
| Method | Links | |
|---|---|---|
| Negative Label SmoothingSmooth Rate (r)=-0.152021.06 | 88 | |
| r_opt (proposed)Smooth Rate (r)=r_opt2021.06 | 88 | |
| Vanilla LossSmooth Rate (r)=0.02021.06 | 87.79 | |
| Negative Label SmoothingSmooth Rate (r)=-0.22021.06 | 87.3 | |
| Label SmoothingSmooth Rate (r)=0.22021.06 | 86.99 | |
| Label SmoothingSmooth Rate (r)=0.42021.06 | 85.55 | |
| Negative Label SmoothingSmooth Rate (r)=-0.362021.06 | 84.47 | |
| Negative Label SmoothingSmooth Rate (r)=-0.42021.06 | 83.99 | |
| Negative Label SmoothingSmooth Rate (r)=-0.62021.06 | 80.8 | |
| Negative Label SmoothingSmooth Rate (r)=-0.672021.06 | 79.91 | |
| Negative Label SmoothingSmooth Rate (r)=-1.142021.06 | 74.84 |