Relation Extraction on CDR

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Rank	Model	F1	Paper	Code	Year
1	SAISORE+CR+ET-SciBERT	79	SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction	xiaoyuxin1002/sais	2021
2	Dense-CCNet-SciBERTbase	77.06	A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction		2022
3	DRE-MIR-SciBERT	76.6	A Masked Image Reconstruction Network for Document-level Relation Extraction		2022
4	DocuNet-SciBERTbase	76.3	Document-level Relation Extraction as Semantic Segmentation	zjunlp/DocuNet · wutong8023/Awesome_Information_Extraction	2021
5	CGM2IR-SciBERTbase	73.8	Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning		2022
6	SciBERT-ATLOPBASE	69.4	Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling	wzhouad/ATLOP	2020
7	SSANBiaffine	68.7	Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction	PaddlePaddle/Research · BenfengXu/SSAN · fduyjx/rsman	2021
8	seq2rel (entity hinting)	67.2	A sequence-to-sequence approach for document-level relation extraction	johngiorgi/seq2rel · JohnGiorgi/seq2rel-ds	2022
9	BioRelation-Extraction_BERT_SDP_Triplets	65	Enhancing Biomedical Relation Extraction with Transformer Models using Shortest Dependency Path Features and Triplet Information	vanikanjirangat/BioRelation-Extraction_BERT_SDP_Triplets	2021
10	LSR w/o MDP Nodes	64.8	Reasoning with Latent Structure Refinement for Document-Level Relation Extraction	nanguoshun/LSR · scofield7419/DiaRE-D2G	2020