Text Classification on AGNews synthetic noise (test)
94.05AccuracySupervised GT
Evaluation results
| Method | Links | |
|---|---|---|
| Supervised GTnoise_ratio=0%, supervised=true2025.04 | 94.05 | |
| NoiseALnoise_ratio=20%, noise_type=Symmetric2025.04 | 93.92 | |
| NoiseALnoise_ratio=20%, noise_type=Asymmetric2025.04 | 93.85 | |
| NoiseALnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 93.68 | |
| NoiseALnoise_ratio=40%, noise_type=Asymmetric2025.04 | 93.07 | |
| NoiseALnoise_ratio=40%, noise_type=Symmetric2025.04 | 93.05 | |
| NoiseALnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 92.7 | |
| CLnoise_ratio=20%, noise_type=Asymmetric2025.04 | 92.3 | |
| CLnoise_ratio=20%, noise_type=Symmetric2025.04 | 92.17 | |
| Co-Teachingnoise_ratio=20%, noise_type=Asymmetric2025.04 | 92.12 | |
| Co-Teachingnoise_ratio=20%, noise_type=Symmetric2025.04 | 92.03 | |
| ELRnoise_ratio=20%, noise_type=Symmetric2025.04 | 92.01 | |
| SCEnoise_ratio=20%, noise_type=Asymmetric2025.04 | 91.88 | |
| ELRnoise_ratio=20%, noise_type=Asymmetric2025.04 | 91.88 | |
| SCEnoise_ratio=20%, noise_type=Symmetric2025.04 | 91.66 | |
| DyGennoise_ratio=20%, noise_type=Symmetric2025.04 | 91.61 | |
| DyGennoise_ratio=20%, noise_type=Asymmetric2025.04 | 91.59 | |
| SelfMixnoise_ratio=20%, noise_type=Symmetric2025.04 | 91.37 | |
| SelfMixnoise_ratio=20%, noise_type=Asymmetric2025.04 | 91.21 | |
| BERTnoise_ratio=20%, noise_type=Symmetric2025.04 | 90.68 | |
| BERTnoise_ratio=20%, noise_type=Asymmetric2025.04 | 90.27 | |
| CLnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 89.94 | |
| DyGennoise_ratio=40%, noise_type=Symmetric2025.04 | 89.88 | |
| SCEnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 89.68 | |
| ELRnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 89.68 | |
| Co-Teachingnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 89.53 | |
| SCEnoise_ratio=40%, noise_type=Asymmetric2025.04 | 89.52 | |
| ELRnoise_ratio=40%, noise_type=Asymmetric2025.04 | 89.52 | |
| Co-Teachingnoise_ratio=40%, noise_type=Asymmetric2025.04 | 89.38 | |
| SCEnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 89.37 | |
| ELRnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 89.37 | |
| SelfMixnoise_ratio=40%, noise_type=Symmetric2025.04 | 89.28 | |
| DyGennoise_ratio=20%, noise_type=Instance-dependent2025.04 | 89.15 | |
| CLnoise_ratio=40%, noise_type=Asymmetric2025.04 | 89.13 | |
| Co-Teachingnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 88.72 | |
| CLnoise_ratio=40%, noise_type=Symmetric2025.04 | 88.45 | |
| Co-Teachingnoise_ratio=40%, noise_type=Symmetric2025.04 | 88.41 | |
| SelfMixnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 88.32 | |
| BERTnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 88.24 | |
| SCEnoise_ratio=40%, noise_type=Symmetric2025.04 | 88.22 | |
| ELRnoise_ratio=40%, noise_type=Symmetric2025.04 | 88.22 | |
| SelfMixnoise_ratio=40%, noise_type=Asymmetric2025.04 | 87.8 | |
| DyGennoise_ratio=40%, noise_type=Instance-dependent2025.04 | 87.72 | |
| SelfMixnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 87.45 | |
| CLnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 87.03 | |
| DyGennoise_ratio=40%, noise_type=Asymmetric2025.04 | 86.62 | |
| BERTnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 85.72 | |
| BERTnoise_ratio=40%, noise_type=Symmetric2025.04 | 84.43 | |
| BERTnoise_ratio=40%, noise_type=Asymmetric2025.04 | 84.3 | |
| ChatGPTzero-shot=true2025.04 | 82.92 |