Text Classification on Trec synthetic noise (test)
97.2AccuracySupervised GT
Evaluation results
| Method | Links | |
|---|---|---|
| Supervised GTnoise_ratio=0%, supervised=true2025.04 | 97.2 | |
| NoiseALnoise_ratio=20%, noise_type=Symmetric2025.04 | 97.16 | |
| NoiseALnoise_ratio=20%, noise_type=Asymmetric2025.04 | 96.8 | |
| NoiseALnoise_ratio=40%, noise_type=Symmetric2025.04 | 96.4 | |
| DyGennoise_ratio=20%, noise_type=Symmetric2025.04 | 95.88 | |
| NoiseALnoise_ratio=40%, noise_type=Asymmetric2025.04 | 95.8 | |
| CLnoise_ratio=20%, noise_type=Symmetric2025.04 | 95.64 | |
| CLnoise_ratio=20%, noise_type=Asymmetric2025.04 | 95.52 | |
| ELRnoise_ratio=20%, noise_type=Asymmetric2025.04 | 95.24 | |
| SCEnoise_ratio=20%, noise_type=Symmetric2025.04 | 95.23 | |
| SelfMixnoise_ratio=20%, noise_type=Symmetric2025.04 | 95.2 | |
| SelfMixnoise_ratio=20%, noise_type=Asymmetric2025.04 | 95.16 | |
| Co-Teachingnoise_ratio=20%, noise_type=Symmetric2025.04 | 95.08 | |
| DyGennoise_ratio=20%, noise_type=Asymmetric2025.04 | 94.96 | |
| ELRnoise_ratio=20%, noise_type=Symmetric2025.04 | 94.92 | |
| Co-Teachingnoise_ratio=20%, noise_type=Asymmetric2025.04 | 94.88 | |
| BERTnoise_ratio=20%, noise_type=Symmetric2025.04 | 94.64 | |
| SCEnoise_ratio=20%, noise_type=Asymmetric2025.04 | 94.12 | |
| BERTnoise_ratio=20%, noise_type=Asymmetric2025.04 | 93.6 | |
| SelfMixnoise_ratio=40%, noise_type=Symmetric2025.04 | 89.8 | |
| CLnoise_ratio=40%, noise_type=Symmetric2025.04 | 89.72 | |
| Co-Teachingnoise_ratio=40%, noise_type=Symmetric2025.04 | 89.3 | |
| ELRnoise_ratio=40%, noise_type=Symmetric2025.04 | 89.28 | |
| SCEnoise_ratio=40%, noise_type=Symmetric2025.04 | 89.1 | |
| SelfMixnoise_ratio=40%, noise_type=Asymmetric2025.04 | 89 | |
| DyGennoise_ratio=40%, noise_type=Symmetric2025.04 | 89 | |
| DyGennoise_ratio=40%, noise_type=Asymmetric2025.04 | 88.56 | |
| BERTnoise_ratio=40%, noise_type=Symmetric2025.04 | 87.45 | |
| SCEnoise_ratio=40%, noise_type=Asymmetric2025.04 | 87.3 | |
| Co-Teachingnoise_ratio=40%, noise_type=Asymmetric2025.04 | 87.16 | |
| ELRnoise_ratio=40%, noise_type=Asymmetric2025.04 | 86.9 | |
| CLnoise_ratio=40%, noise_type=Asymmetric2025.04 | 86.24 | |
| BERTnoise_ratio=40%, noise_type=Asymmetric2025.04 | 85.72 | |
| ChatGPTzero-shot=true2025.04 | 61.6 |