Text Classification on IMDB synthetic noise (test)
92.98AccuracySupervised GT
Evaluation results
| Method | Links | |
|---|---|---|
| Supervised GTnoise_ratio=0%, supervised=true2025.04 | 92.98 | |
| NoiseALnoise_ratio=20%, noise_type=Symmetric2025.04 | 92.78 | |
| NoiseALnoise_ratio=20%, noise_type=Asymmetric2025.04 | 92.78 | |
| NoiseALnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 92.76 | |
| NoiseALnoise_ratio=40%, noise_type=Asymmetric2025.04 | 91.73 | |
| NoiseALnoise_ratio=40%, noise_type=Symmetric2025.04 | 91.71 | |
| SCEnoise_ratio=20%, noise_type=Asymmetric2025.04 | 90.89 | |
| ELRnoise_ratio=20%, noise_type=Symmetric2025.04 | 90.81 | |
| ChatGPTzero-shot=true2025.04 | 90.76 | |
| SCEnoise_ratio=20%, noise_type=Symmetric2025.04 | 90.66 | |
| ELRnoise_ratio=20%, noise_type=Asymmetric2025.04 | 90.64 | |
| NoiseALnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 90.23 | |
| Co-Teachingnoise_ratio=20%, noise_type=Symmetric2025.04 | 90.04 | |
| Co-Teachingnoise_ratio=20%, noise_type=Asymmetric2025.04 | 89.93 | |
| SelfMixnoise_ratio=20%, noise_type=Asymmetric2025.04 | 89.13 | |
| SelfMixnoise_ratio=20%, noise_type=Symmetric2025.04 | 89.1 | |
| CLnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 89.08 | |
| Co-Teachingnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 88.94 | |
| ELRnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 88.42 | |
| SCEnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 88.32 | |
| SelfMixnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 87.31 | |
| SelfMixnoise_ratio=40%, noise_type=Symmetric2025.04 | 87.12 | |
| CLnoise_ratio=20%, noise_type=Symmetric2025.04 | 86.85 | |
| CLnoise_ratio=20%, noise_type=Asymmetric2025.04 | 86.74 | |
| DyGennoise_ratio=20%, noise_type=Asymmetric2025.04 | 86.58 | |
| DyGennoise_ratio=20%, noise_type=Symmetric2025.04 | 86.53 | |
| DyGennoise_ratio=20%, noise_type=Instance-dependent2025.04 | 86.46 | |
| BERTnoise_ratio=20%, noise_type=Instance-dependent2025.04 | 86.28 | |
| SelfMixnoise_ratio=40%, noise_type=Asymmetric2025.04 | 86.11 | |
| BERTnoise_ratio=20%, noise_type=Asymmetric2025.04 | 84.83 | |
| CLnoise_ratio=40%, noise_type=Symmetric2025.04 | 84.66 | |
| Co-Teachingnoise_ratio=40%, noise_type=Asymmetric2025.04 | 84.64 | |
| Co-Teachingnoise_ratio=40%, noise_type=Symmetric2025.04 | 84.48 | |
| BERTnoise_ratio=20%, noise_type=Symmetric2025.04 | 84.44 | |
| CLnoise_ratio=40%, noise_type=Asymmetric2025.04 | 84.39 | |
| SCEnoise_ratio=40%, noise_type=Symmetric2025.04 | 83.58 | |
| ELRnoise_ratio=40%, noise_type=Asymmetric2025.04 | 82.9 | |
| SCEnoise_ratio=40%, noise_type=Asymmetric2025.04 | 82.81 | |
| ELRnoise_ratio=40%, noise_type=Symmetric2025.04 | 82.67 | |
| SelfMixnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 82.44 | |
| CLnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 77.99 | |
| Co-Teachingnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 77.62 | |
| SCEnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 77.05 | |
| ELRnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 76.42 | |
| DyGennoise_ratio=40%, noise_type=Instance-dependent2025.04 | 75.56 | |
| BERTnoise_ratio=40%, noise_type=Instance-dependent2025.04 | 74.66 | |
| DyGennoise_ratio=40%, noise_type=Asymmetric2025.04 | 72.23 | |
| DyGennoise_ratio=40%, noise_type=Symmetric2025.04 | 71.18 | |
| BERTnoise_ratio=40%, noise_type=Symmetric2025.04 | 64.92 | |
| BERTnoise_ratio=40%, noise_type=Asymmetric2025.04 | 63.78 |