Text Classification on AGNews 4 classes symmetric noise e=0.4 (test)
91.63AccuracyOurs - p(X,Y)
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours - p(X,Y)Post-processing=NPC2023.08 | 91.63 | |
| Ours - p(X,Y)2023.08 | 90.35 | |
| Ours - p(Y|X)Post-processing=NPC2023.08 | 90.27 | |
| DyGENPost-processing=NPC2023.08 | 89.8 | |
| Ours - p(Y|X)2023.08 | 89.6 | |
| Negative Label SmoothingSmooth Rate (r)=-1.142021.06 | 86.43 | |
| r_opt (proposed)Smooth Rate (r)=r_opt2021.06 | 86.43 | |
| Negative Label SmoothingSmooth Rate (r)=-0.672021.06 | 84.58 | |
| Negative Label SmoothingSmooth Rate (r)=-0.62021.06 | 84.37 | |
| Negative Label SmoothingSmooth Rate (r)=-0.42021.06 | 83.96 | |
| Negative Label SmoothingSmooth Rate (r)=-0.362021.06 | 83.62 | |
| Negative Label SmoothingSmooth Rate (r)=-0.22021.06 | 83.34 | |
| CRPost-processing=NPC2023.08 | 83.21 | |
| Negative Label SmoothingSmooth Rate (r)=-0.152021.06 | 83.09 | |
| CausalNL2023.08 | 82.74 | |
| Vanilla LossSmooth Rate (r)=0.02021.06 | 82.39 | |
| JoCoR2023.08 | 81.26 | |
| Label SmoothingSmooth Rate (r)=0.22021.06 | 81.04 | |
| DualT2023.08 | 80.84 | |
| Label SmoothingSmooth Rate (r)=0.42021.06 | 79.8 | |
| Co-Teaching2023.08 | 78.79 | |
| CR2023.08 | 78.4 | |
| Base2023.08 | 78.17 | |
| NPC2023.08 | 75.04 |