News topic classification on 20 Newsgroups 40% Instance-Dependent Noise
85.02AccuracySupervised GT
Evaluation Results
| Method | Links | |
|---|---|---|
| Supervised GTnoise_level=0%2025.04 | 85.02 | |
| NoiseAL2025.04 | 82.9 | |
| Ours - p(X,Y)Post-processing=NPC2023.08 | 82.34 | |
| DyGENPost-processing=NPC2023.08 | 81.54 | |
| DyGen2025.04 | 81.54 | |
| Ours - p(Y|X)Post-processing=NPC2023.08 | 81.47 | |
| Ours - p(X,Y)2023.08 | 81.04 | |
| Ours - p(Y|X)2023.08 | 80.74 | |
| LAFT2025.04 | 80.49 | |
| CRPost-processing=NPC2023.08 | 80.47 | |
| CausalNL2023.08 | 78.91 | |
| CR2023.08 | 76.33 | |
| NPC2023.08 | 75.19 | |
| SelfMix2025.04 | 74.4 | |
| JoCoR2023.08 | 74.19 | |
| Co-Teaching2023.08 | 73.76 | |
| CL2025.04 | 72.41 | |
| DualT2023.08 | 70.61 | |
| SCE2025.04 | 69.89 | |
| Base2023.08 | 69.81 | |
| ELR2025.04 | 69.39 | |
| ChatGPTmode=Zero-shot2025.04 | 69.33 | |
| Co-Teaching2025.04 | 66.43 | |
| BERT2025.04 | 66.32 |