Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SAISORE+CR+ET-SciBERT | 79 | No | SAIS: Supervising and Augmenting Intermediate St... | 2021-09-24 | Code |
| 2 | Dense-CCNet-SciBERTbase | 77.06 | No | A Densely Connected Criss-Cross Attention Networ... | 2022-03-26 | - |
| 3 | DRE-MIR-SciBERT | 76.6 | No | A Masked Image Reconstruction Network for Docume... | 2022-04-21 | - |
| 4 | DocuNet-SciBERTbase | 76.3 | No | Document-level Relation Extraction as Semantic S... | 2021-06-07 | Code |
| 5 | CGM2IR-SciBERTbase | 73.8 | No | Document-level Relation Extraction with Context ... | 2022-01-13 | - |
| 6 | SciBERT-ATLOPBASE | 69.4 | No | Document-Level Relation Extraction with Adaptive... | 2020-10-21 | Code |
| 7 | SSANBiaffine | 68.7 | No | Entity Structure Within and Throughout: Modeling... | 2021-02-20 | Code |
| 8 | seq2rel (entity hinting) | 67.2 | No | A sequence-to-sequence approach for document-lev... | 2022-04-03 | Code |
| 9 | BioRelation-Extraction_BERT_SDP_Triplets | 65 | No | - | - | Code |
| 10 | LSR w/o MDP Nodes | 64.8 | No | Reasoning with Latent Structure Refinement for D... | 2020-05-13 | Code |