20News
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text Classification | 20News | Accuracy96.77 | 101 | |
| Forgetting Rate | 20News FR | Accuracy40.22 | 34 | |
| Classification | 20News | Error Rate36.66 | 32 | |
| Graph Classification | 20NEWS (test) | Accuracy67.2 | 29 | |
| Topic Coherence | 20News | NPMI0.24 | 26 | |
| Text Categorization | 20NEWS (test) | Accuracy81.37 | 14 | |
| Node Classification | 20news (test) | Accuracy46.9 | 13 | |
| Clustering | 20News | Accuracy (ACC)72.32 | 10 | |
| Unsupervised Clustering | 20NEWS | Accuracy51.2 | 10 | |
| Clustering | 20News Out-of-Sample | Accuracy79.16 | 9 | |
| Clustering | 20News In-Sample | Accuracy72.32 | 9 | |
| Topic Extraction | 20News | AMI60.1 | 8 | |
| Topic extraction | 20News | ARI0.446 | 8 | |
| Clustering | 20news (full) | Clustering Accuracy50.9 | 8 | |
| Topic Modeling | 20News | Topic Diversity100 | 8 | |
| Topic Clustering | 20News | Top-k Purity82.9 | 6 | |
| Text Classification | 20News (test) | Top-1 Accuracy59.98 | 5 | |
| Document Classification | 20NEWS (test) | Test Error24.09 | 5 | |
| Document Classification | 20NEWS preprocessed (test) | Runtime (min)1.87 | 5 | |
| Decision Tree Split Estimation | 20News | Running time (s)31.51 | 4 | |
| Positive-Unlabeled Classification | 20News (test) | Accuracy83.34 | 4 | |
| Graph signal classification | 20news | Accuracy0.7002 | 4 |
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