News topic classification on 20 Newsgroups 20% Instance-Dependent Noise
85.02AccuracySupervised GT
Evaluation results
| Method | Links | |
|---|---|---|
| Supervised GTnoise_level=0%2025.04 | 85.02 | |
| Ours - p(X,Y)Post-processing=NPC2023.08 | 84.58 | |
| NoiseAL2025.04 | 84.26 | |
| DyGENPost-processing=NPC2023.08 | 84.07 | |
| DyGen2025.04 | 84.07 | |
| LAFT2025.04 | 83.61 | |
| Ours - p(X,Y)2023.08 | 83.53 | |
| Ours - p(Y|X)Post-processing=NPC2023.08 | 83.53 | |
| CRPost-processing=NPC2023.08 | 83.47 | |
| Ours - p(Y|X)2023.08 | 83.16 | |
| CR2023.08 | 82.58 | |
| CausalNL2023.08 | 82.57 | |
| JoCoR2023.08 | 81.57 | |
| NPC2023.08 | 79.97 | |
| CL2025.04 | 79.35 | |
| ELR2025.04 | 78.99 | |
| SelfMix2025.04 | 78.36 | |
| Co-Teaching2025.04 | 77.64 | |
| Co-Teaching2023.08 | 77.45 | |
| Base2023.08 | 77.38 | |
| DualT2023.08 | 77.16 | |
| BERT2025.04 | 76.07 | |
| SCE2025.04 | 75.03 | |
| ChatGPTmode=Zero-shot2025.04 | 69.33 |