| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 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 | |
| Text classification | 20 Newsgroups by-date (test) | Accuracy87.3 | 12 | |
| 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 |