| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Hierarchical Text Classification | WOS | Macro-F182.29 | 48 | |
| Hierarchical Text Classification | WOS few-shot | Micro-F182.09 | 20 | |
| Hierarchical Text Classification | WOS (test) | Micro-F187.71 | 20 | |
| Text classification | WOS-46985 W.3 (test) | Accuracy82.42 | 12 | |
| Text classification | WOS-11967 W.2 (test) | Accuracy91.59 | 12 | |
| Text classification | WOS-5736 W.1 (test) | Accuracy93.57 | 12 | |
| Retrieval-Augmented Generation | WOS | Indexing Time (mins)2 | 11 | |
| Text Classification | WOS (test) | Hallucinated Rate0.4 | 10 | |
| Hierarchical Text Classification | WOS full-shot | Micro-F187.1 | 5 | |
| Hierarchical Text Classification | WOS few-shot bert-large-uncased | Micro-F1- | 0 | |
| Hierarchical Text Classification | WOS full-shot bert-base-uncased | Micro-F1- | 0 |