Text Classification on AG-News (Accuracy and LE-AUC)
93.6AccuracyIE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IESelection Method=Information Entropy2026.02 | 93.6 | — | |
| Adversarial (PGD)Category=Advanced Baselines2025.12 | 93.4 | 0.16 | |
| ALiBi (Arch.)Category=Advanced Baselines2025.12 | 93.1 | 0.51 | |
| Self-Paced (SPL)Category=Advanced Baselines2025.12 | 92.9 | 0.33 | |
| Back-Trans. (BTA)Category=Advanced Baselines2025.12 | 92.8 | 0.25 | |
| CEDC (Ours)Category=Our Method2025.12 | 92.8 | 0.42 | |
| Standard CLCategory=Advanced Baselines2025.12 | 92.7 | 0.29 | |
| Uniform SGCategory=Standard Baselines2025.12 | 92.6 | 0.21 | |
| Static TrainingCategory=Standard Baselines2025.12 | 92.5 | 0.14 | |
| GESelection Method=Gini Entropy2026.02 | 91.6 | — | |
| SESelection Method=Shannon Entropy2026.02 | 91.2 | — | |
| SELECT2026.02 | 80.05 | — | |
| FDKT2026.02 | 75.6 | — |