| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sequence Classification | Yahoo | Micro F157.13 | 64 | |
| Language Modeling | Yahoo (test) | NLL326.7 | 48 | |
| Topic Classification | Yahoo | Accuracy70.3 | 42 | |
| Topic Classification | Yahoo (test) | Accuracy77.1 | 36 | |
| Language Modeling | Yahoo | Prior LL-325.7 | 18 | |
| Anomaly Detection | Yahoo (test) | F1 Score88.5 | 17 | |
| Text Clustering | Yahoo B (test) | Accuracy87.4 | 14 | |
| Text Clustering | Yahoo (F) (test) | Accuracy73.7 | 14 | |
| Recommendation | Yahoo! R3 (test) | P@528.68 | 13 | |
| Time-Series Anomaly Detection | YAHOO | Precision0.841 | 12 | |
| Recommendation | Yahoo (test) | RMSE20.5 | 10 | |
| Regression | Yahoo | MSE0.542 | 9 | |
| Time Series Anomaly Detection | YAHOO | Affiliation-F197.15 | 8 | |
| Text Classification | Yahoo @256 (test) | Accuracy67.2 | 8 | |
| Regression | Yahoo (YA) | RMSE0.7357 | 8 | |
| Univariate Time Series Anomaly Detection | Yahoo A1 | Precision0.5747 | 8 | |
| Text Classification | Yahoo | F1 Score74.3 | 7 | |
| Semantics preservation | Yahoo | CTC Score45.8 | 7 | |
| Style Transfer | Yahoo | Accuracy84.3 | 7 | |
| Multi-classification | Yahoo | Accuracy65.02 | 6 | |
| Classification | Yahoo Dir alpha=0.1 | Generalized Accuracy67.37 | 6 | |
| Text Classification | Yahoo Dir alpha=0.1 Standard | Personalized Acc_p89.76 | 6 | |
| Generative Modeling | Yahoo (test) | AU0.8 | 5 | |
| Best Arm Identification | Yahoo | Success Rate100 | 5 | |
| Unsupervised Clustering | Yahoo (test) | Accuracy59.9 | 4 |