Relation Extraction on DocRED

Metric: Ign F1 (higher is better)

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#	Model↕	Ign F1▼	Extra Data	Paper	Date↕	Code
1	DREEAM	65.47	No	DREEAM: Guiding Attention with Evidence for Impr...	2023-02-17	Code
2	KD-Rb-l	65.24	No	Document-Level Relation Extraction with Adaptive...	2022-03-21	Code
3	SSAN-RoBERTa-large+Adaptation	63.78	No	Entity Structure Within and Throughout: Modeling...	2021-02-20	Code
4	SAIS-RoBERTa-large	63.44	No	SAIS: Supervising and Augmenting Intermediate St...	2021-09-24	Code
5	Eider-RoBERTa-large	62.85	No	Eider: Empowering Document-level Relation Extrac...	2021-06-16	Code
6	DocuNet-RoBERTa-large	62.4	No	Document-level Relation Extraction as Semantic S...	2021-06-07	Code
7	CGM2IR-RoBERTalarge	61.96	No	Document-level Relation Extraction with Context ...	2022-01-13	-
8	SETE-Roberta-large	61.78	No	-	-	-
9	ATLOP-RoBERTa-large	61.39	No	Document-Level Relation Extraction with Adaptive...	2020-10-21	Code
10	DRE-MIR-BERTbase	61.03	No	A Masked Image Reconstruction Network for Docume...	2022-04-21	-
11	SAIS-BERT-base	60.96	No	SAIS: Supervising and Augmenting Intermediate St...	2021-09-24	Code
12	CorefDRE- BERT	60.78	No	CorefDRE: Document-level Relation Extraction wit...	2022-02-22	-
13	Dense-CCNet-BERTbase	60.46	No	A Densely Connected Criss-Cross Attention Networ...	2022-03-26	-
14	Eider-BERT-base	60.42	No	Eider: Empowering Document-level Relation Extrac...	2021-06-16	Code
15	GAIN-BERT-large	60.31	No	Double Graph Based Reasoning for Document-level ...	2020-09-29	Code
16	E2GRE-RoBERTa-large	60.3	No	Entity and Evidence Guided Relation Extraction f...	2020-08-27	-
17	CGM2IR-BERTbase	60.24	No	Document-level Relation Extraction with Context ...	2022-01-13	-
18	SIRE-BERT-base	60.18	No	SIRE: Separate Intra- and Inter-sentential Reaso...	2021-06-03	Code
19	SagDRE	60.11	No	-	-	Code
20	GAIN+SIEF	59.87	No	Document-Level Relation Extraction with Sentence...	2022-04-27	Code
21	MRN+BERT	59.52	No	-	-	Code
22	ATLOP + LogiRE	59.48	No	Learning Logic Rules for Document-level Relation...	2021-11-09	Code
23	SSAN-RoBERTa-large	59.47	No	Entity Structure Within and Throughout: Modeling...	2021-02-20	Code
24	ATLOP + KIRE	59.35	No	Enhancing Document-level Relation Extraction by ...	2022-07-23	Code
25	ATLOP-BERT-base	59.31	No	Document-Level Relation Extraction with Adaptive...	2020-10-21	Code
26	DRN-BERT-base	59.15	No	Discriminative Reasoning for Document-level Rela...	2021-06-03	Code
27	ERACL	59.08	No	Improving Long Tailed Document-Level Relation Ex...	2022-05-21	-
28	GAIN-BERT	59	No	Double Graph Based Reasoning for Document-level ...	2020-09-29	Code
29	GAIN + LogiRE	58.62	No	Learning Logic Rules for Document-level Relation...	2021-11-09	Code
30	JEREX-BERT-base	58.44	No	An End-to-end Model for Entity-level Relation Ex...	2021-02-11	Code
31	MIUK	58.05	Yes	Multi-view Inference for Relation Extraction wit...	2021-04-28	Code
32	CorefRoBERTa-large	57.9	No	Coreferential Reasoning Learning for Language Re...	2020-04-15	Code
33	CFER-BERT-base	57.89	No	Coarse-to-Fine Entity Representations for Docume...	2020-12-04	Code
34	SSAN-RoBERTa-base	57.71	No	Entity Structure Within and Throughout: Modeling...	2021-02-20	Code
35	HeterGSAN+Reconstruction+BERT-base	57.12	No	Document-Level Relation Extraction with Reconstr...	2020-12-21	Code
36	FineCL	57.1	No	Fine-grained Contrastive Learning for Relation E...	2022-05-25	Code
37	SSAN+RSMAN	57.02	No	Relation-Specific Attentions over Entity Mention...	2022-05-28	Code
38	LSR+BERT-base	56.97	No	Reasoning with Latent Structure Refinement for D...	2020-05-13	Code
39	GLRE-XLNet-Large	56.8	No	Global-to-Local Neural Networks for Document-Lev...	2020-09-22	Code
40	EncAttAgg	56.7	No	-	-	Code
41	CorefBERT-large	56.4	No	Coreferential Reasoning Learning for Language Re...	2020-04-15	Code
42	MRN	56.19	No	-	-	Code
43	BERT-base	56.17	No	Fine-tune Bert for DocRED with Two-step Process	2019-09-26	Code
44	SSAN-BERT-base	55.84	No	Entity Structure Within and Throughout: Modeling...	2021-02-20	Code
45	E2GRE-BERT-base	55.22	No	Entity and Evidence Guided Relation Extraction f...	2020-08-27	-
46	CorefBERT-base	54.54	No	Coreferential Reasoning Learning for Language Re...	2020-04-15	Code
47	Two-Step+BERT-base	54.42	No	Fine-tune Bert for DocRED with Two-step Process	2019-09-26	Code
48	DRN-GloVe	54.35	No	Discriminative Reasoning for Document-level Rela...	2021-06-03	Code
49	SIRE-GloVe	54.04	No	SIRE: Separate Intra- and Inter-sentential Reaso...	2021-06-03	Code
50	HIN-BERT-base	53.7	No	HIN: Hierarchical Inference Network for Document...	2020-03-28	-
51	CFER-GloVe	53.43	No	Coarse-to-Fine Entity Representations for Docume...	2020-12-04	Code
52	HeterGSAN+Reconstruction	53.27	No	Document-Level Relation Extraction with Reconstr...	2020-12-21	Code
53	GAIN-GloVe	52.66	No	Double Graph Based Reasoning for Document-level ...	2020-09-29	Code
54	LSR+GloVe	52.15	No	Reasoning with Latent Structure Refinement for D...	2020-05-13	Code
55	HIN-GloVe	51.15	No	HIN: Hierarchical Inference Network for Document...	2020-03-28	-
56	BiLSTM	44.73	No	DocRED: A Large-Scale Document-Level Relation Ex...	2019-06-14	Code
57	DocRED-Context-Aware	43.93	No	DocRED: A Large-Scale Document-Level Relation Ex...	2019-06-14	Code
58	BiLSTM	43.6	No	DocRED: A Large-Scale Document-Level Relation Ex...	2019-06-14	Code
59	DocRED-CNN	36.44	No	DocRED: A Large-Scale Document-Level Relation Ex...	2019-06-14	Code