AGNews
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text Classification | AgNews | Accuracy95 | 119 | |
| Text Classification | AGNEWS | Clean Accuracy95.2 | 118 | |
| Text Classification | AGNews | Accuracy94 | 110 | |
| Backdoor Defense | AgNews | Attack Success Rate2.03 | 105 | |
| Text Classification | AGNews | Accuracy (ACC)94.12 | 63 | |
| Topic Classification | AGNEWS | FA Score87.3 | 58 | |
| Text Classification | AGNews synthetic noise (test) | Accuracy94.05 | 50 | |
| Text Anomaly Detection | AGNews | AUPRC93.52 | 49 | |
| Text Classification | AGNews | Accuracy95.68 | 43 | |
| Privacy Auditing | Agnews | Empirical Privacy Lower Bound (ε_emp)0 | 40 | |
| Text Classification | AGNews | Accuracy93.6 | 38 | |
| Short Text Clustering | AgNews | ACC88.2 | 38 | |
| General classification | AGNews (test) | Macro F190.16 | 37 | |
| Topic Classification | AGNews | Macro-F188.07 | 30 | |
| Text Classification | AGNews (val) | Top-1 Acc93.8 | 30 | |
| Text Classification | AGNews 4 classes symmetric noise e=0.4 (test) | Accuracy91.63 | 24 | |
| Text Classification | AGNews | Performance Score94 | 22 | |
| Active Testing | AGNews | Estimation Error AUC0.0015 | 18 | |
| Topic Classification | AGNEWS | Accuracy (Acc)91.3 | 18 | |
| Attribution Faithfulness | AGNews | Faithfulness Score41.7 | 18 | |
| Backdoor Sample Detection | Agnews | AU-ROC99.93 | 16 | |
| Multiple Choice Classification | AGNews | Accuracy84.5 | 16 | |
| Topic classification | AGNEWS | Clean Acc94.4 | 16 | |
| Topic Classification and Text Generation | AGNews (test) | PPL (Output)16.94 | 16 | |
| Topic Classification | AGNews | Clean Acc Change (Abs %)-4.1 | 16 |
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