AG News
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text Classification | AG-NEWS | Accuracy94.1 | 248 | |
| Text Classification | AG News (test) | Accuracy94.4 | 210 | |
| Topic Classification | AG-News | Accuracy95.58 | 173 | |
| Topic Classification | AG News (test) | Accuracy94.91 | 98 | |
| Membership Inference Attack | AG News (test) | AUC0.909 | 43 | |
| Counterfactual Generation | AG News | LFR0.915 | 37 | |
| Counterfactual Generation | AG News (test) | SLFR98 | 29 | |
| Text Anomaly Detection | NLPAD-AGNews | AUROC94.84 | 25 | |
| Adversarial Text Detection | AG News | F1 Score96.7 | 24 | |
| News Classification | AG News (test) | Accuracy87.3 | 24 | |
| Concept Learning | AG News | Training Time234 | 21 | |
| Language Modeling | AG News | PPL4.76 | 20 | |
| Text Classification | AG News 40 labels | Top-1 Error Rate0.1067 | 19 | |
| Adversarial Detection | AG News | F1 Score95.7 | 18 | |
| Short Text Clustering | AG News (test) | Accuracy86.53 | 18 | |
| Class-Conditional Language Generation | AG News | MAUVE (World)0.963 | 16 | |
| Real-time latency evaluation | AG-News | Latency (s)7 | 15 | |
| Topic Classification | AG News (test) | Badnets CACC93.79 | 15 | |
| Multi-class Topic Classification | AG News | Title to Desc Alignment Score89.4 | 14 | |
| Text Classification | AG-News | Accuracy93.6 | 13 | |
| Text Classification | AG News 100 labels | Error Rate10.75 | 13 | |
| News topic classification | AG News 40% Instance-Dependent Noise | Accuracy89.19 | 13 | |
| News topic classification | AG News 20% Instance-Dependent Noise | Accuracy91.78 | 13 | |
| News topic classification | AG News 40% Asymmetric Noise | Accuracy0.9137 | 13 | |
| News topic classification | AG News 20% Asymmetric Noise | Accuracy91.87 | 13 |
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