Relation Extraction on SciERC
Metric: Relation F1 (higher is better)
Metric: Relation F1 (higher is better)
| # | Model↕ | Relation F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PL-Marker | 53.2 | No | Packed Levitated Marker for Entity and Relation ... | 2021-09-13 | Code |
| 2 | TriMF | 52.44 | No | A Trigger-Sense Memory Flow Framework for Joint ... | 2021-01-25 | Code |
| 3 | SpERT.PL (SciBERT) | 51.25 | No | - | - | Code |
| 4 | SpERT (with overlap) | 50.84 | No | Span-based Joint Entity and Relation Extraction ... | 2019-09-17 | Code |
| 5 | Ours: cross-sentence | 50.1 | No | A Frustratingly Easy Approach for Entity and Rel... | 2020-10-24 | Code |
| 6 | DyGIE++ | 48.4 | No | Entity, Relation, and Event Extraction with Cont... | 2019-09-08 | Code |
| 7 | DyGIE | 41.6 | No | A General Framework for Information Extraction u... | 2019-04-05 | Code |
| 8 | SciIE | 39.3 | No | Multi-Task Identification of Entities, Relations... | 2018-08-29 | Code |