| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Few-shot Relation Extraction | FewRel Biomedical domain 2.0 (test) | Accuracy87.9 | 36 | |
| Few-shot Relation Classification | FewRel 1.0 (test) | Accuracy0.971 | 36 | |
| Relation Classification | FewRel (test) | Precision0.9015 | 22 | |
| Relation Extraction | FewRel | Micro-F187.34 | 19 | |
| Few-shot Relation Classification | FewRel 2.0 | Accuracy (5-way 1-shot)0.6741 | 18 | |
| Relation Extraction | FewRel (test) | Micro-F155.02 | 16 | |
| Zero-shot Triplet Extraction | FewRel (test) | Accuracy30.71 | 15 | |
| Few-shot Relation Extraction | FewRel 1.0 | Accuracy (5-way 1-shot)90.3 | 13 | |
| Relation Triplet Extraction | FewRel (test) | Accuracy27.3 | 12 | |
| Relation Extraction | FewRel 10-way 5-shot 1.0 | Accuracy91.9 | 8 | |
| Relation Extraction | FewRel 10-way 1-shot 1.0 | Accuracy88.2 | 8 | |
| Relation Extraction | FewRel 5-way 5-shot 1.0 | Accuracy96 | 8 | |
| Relation Extraction | FewRel 5-way 1-shot 1.0 | Accuracy92.6 | 8 | |
| Relation Classification | FewRel | Accuracy93.5 | 8 | |
| open-set relation extraction | FewRel (test) | Accuracy74 | 8 | |
| Continual Relation Extraction | FewRel (incremental) | T198.8 | 8 | |
| Few-shot Relation Extraction | FewRel Domain Adaptation 2.0 | Acc (5-way 1-shot)73.98 | 8 | |
| Open Relation Extraction | FewRel (test) | B3 Precision75.2 | 7 | |
| Relation Classification | FewRel 1.0 | 5-way 1-shot Acc98.4 | 7 | |
| Open-world Relation Extraction | FewRel (unlabeled) | Precision86.06 | 7 | |
| Zero-shot Relation Extraction | FewRel m=15 (test) | Precision74.33 | 7 | |
| Zero-shot Relation Extraction | FewRel m=10 (test) | Precision83.21 | 7 | |
| Zero-shot Relation Extraction | FewRel m=5 (test) | Precision92.82 | 7 | |
| Relation Extraction | FewRel 10-way 5-shot | T194.87 | 7 | |
| Relation Extraction | FewRel 10-way 10-shot (test) | Top-1 Accuracy95.82 | 7 |