News topic classification on 20 Newsgroups 20% Asymmetric Noise
85.02AccuracySupervised GT
Evaluation Results
| Method | Links | |
|---|---|---|
| Supervised GTnoise_level=0%2025.04 | 85.02 | |
| Ours - p(X,Y)Post-processing=NPC2023.08 | 84.65 | |
| NoiseAL2025.04 | 84.65 | |
| LAFT2025.04 | 83.7 | |
| DyGENPost-processing=NPC2023.08 | 83.63 | |
| DyGen2025.04 | 83.63 | |
| CRPost-processing=NPC2023.08 | 83.13 | |
| Ours - p(X,Y)2023.08 | 82.71 | |
| Ours - p(Y|X)Post-processing=NPC2023.08 | 81.38 | |
| CausalNL2023.08 | 81.22 | |
| JoCoR2023.08 | 81.01 | |
| CR2023.08 | 80.62 | |
| CL2025.04 | 80.5 | |
| Ours - p(Y|X)2023.08 | 80.19 | |
| SelfMix2025.04 | 80.15 | |
| ELR2025.04 | 79.26 | |
| NPC2023.08 | 78.88 | |
| Co-Teaching2023.08 | 77.51 | |
| Co-Teaching2025.04 | 77.04 | |
| SCE2025.04 | 75.8 | |
| BERT2025.04 | 75.28 | |
| DualT2023.08 | 74.66 | |
| Base2023.08 | 74.44 | |
| ChatGPTmode=Zero-shot2025.04 | 69.33 |