News topic classification on 20 Newsgroups 20% Symmetric Noise
85.15AccuracyOurs - p(X,Y)
Evaluation results
| Method | Links | |
|---|---|---|
| Ours - p(X,Y)Post-processing=NPC2023.08 | 85.15 | |
| Supervised GTnoise_level=0%2025.04 | 85.02 | |
| NoiseAL2025.04 | 84.75 | |
| DyGENPost-processing=NPC2023.08 | 83.82 | |
| DyGen2025.04 | 83.82 | |
| Ours - p(Y|X)Post-processing=NPC2023.08 | 83.73 | |
| CRPost-processing=NPC2023.08 | 83.09 | |
| Ours - p(X,Y)2023.08 | 82.63 | |
| LAFT2025.04 | 82.04 | |
| CR2023.08 | 81.61 | |
| Ours - p(Y|X)2023.08 | 81.61 | |
| CausalNL2023.08 | 81.08 | |
| JoCoR2023.08 | 80.92 | |
| CL2025.04 | 80.48 | |
| SelfMix2025.04 | 80.46 | |
| ELR2025.04 | 80.45 | |
| NPC2023.08 | 79.82 | |
| DualT2023.08 | 78.92 | |
| Base2023.08 | 78.84 | |
| BERT2025.04 | 78.79 | |
| Co-Teaching2023.08 | 77.66 | |
| Co-Teaching2025.04 | 76.76 | |
| SCE2025.04 | 74.61 | |
| ChatGPTmode=Zero-shot2025.04 | 69.33 |