Text Classification on AGNews (test)
96.16Perturbation S (20%)Base (Clean)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Base (Clean)trained_on=ground truth data, noise=none2025.10 | 96.16 | 96.16 | 96.16 | 96.16 | 96.16 | 96.16 | |
| Delora2025.10 | 95.64 | 95.29 | 95.84 | 95.17 | 95.64 | 95.86 | |
| LAFT2025.10 | 93.09 | 91.38 | 93.19 | 89.82 | 92.81 | 90.65 | |
| Clear2025.10 | 92.98 | 90.3 | 92.76 | 89.39 | 92.46 | 89.8 | |
| SENT2025.10 | 92.57 | 89.31 | 92.37 | 89.91 | 92.6 | 89.45 | |
| SelfMix2025.10 | 92.22 | 89.45 | 92.88 | 90.65 | 91.97 | 89.24 | |
| NoiseAL2025.10 | 92.2 | 90.31 | 93.08 | 89.02 | 92.69 | 90.31 | |
| Co-Teaching2025.10 | 92.03 | 88.75 | 92.55 | 89.38 | 92.88 | 88.88 | |
| Base2025.10 | 91.46 | 88.39 | 91.71 | 88.88 | 91.62 | 88.57 | |
| LLM-basemodel=GPT-4o2025.10 | 84.52 | 84.52 | 84.52 | 84.52 | 84.52 | 84.52 |