Newsgroups
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Document Classification | 20 Newsgroups | Precision97 | 44 | |
| Text Classification | 20 Newsgroups Dir(0.1) (test) | Accuracy68.82 | 17 | |
| Tabular Anomaly Detection | 20 Newsgroups | F1 Score24.1 | 16 | |
| Text Classification | 20Newsgroups | Micro F165.71 | 13 | |
| Clustering | 6Newsgroups UMAP10 | Runtime (s)0.01 | 12 | |
| Clustering | 6Newsgroups UMAP10 | V-Measure76 | 12 | |
| Clustering | 6Newsgroups UMAP10 full-dataset | ARI63 | 12 | |
| Clustering | 6Newsgroups UMAP10 | FMI Score0.81 | 12 | |
| Clustering | 6Newsgroups UMAP10 | NMI76 | 12 | |
| Clustering | 6NewsgroupsUMAP10 | ARI77 | 12 | |
| Text classification | 20 Newsgroups by-date (test) | Accuracy87.3 | 12 | |
| Membership Inference Attack | 20 Newsgroups | TPR @ 0.1% FPR7.9 | 11 | |
| Cooperative Multi-agent Problem Solving | Newsgroups (Hard) | Detected Error1 | 9 | |
| Cooperative Multi-agent Problem Solving | Newsgroups (Medium) | Detected Error1 | 9 | |
| Cooperative Multi-agent Problem Solving | Newsgroups (Easy) | Detected Error1 | 9 | |
| Hierarchical Generative Modeling | 20 Newsgroups text | DP23.7 | 7 | |
| Topic Modeling | 20-Newsgroups | MaxMAP0.2945 | 6 | |
| Document Classification | 20 Newsgroups (held-out) | F155 | 6 | |
| Clustering | 20 Newsgroups (subsampled) | Normalized Clustering Loss1 | 5 | |
| Target Classification | Newsgroups20 | Accuracy (All)62.2 | 5 | |
| Topic Modeling | 20 Newsgroups | Mean Coverage1 | 4 | |
| Topic Modeling | 20 Newsgroups | Mean NMI0.532 | 4 | |
| Novel Class Prevalence Estimation | Newsgroups20 | MPE Novel0.061 | 4 | |
| Out-of-distribution detection | Newsgroups 15 5 | AUROC75 | 1 | |
| Misclassification Detection | 20 Newsgroups 15 (test) | AUROC89 | 1 |
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