Relation Extraction on DocRED

Metric: F1 (higher is better)

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#	Model↕	F1▼	Extra Data	Paper	Date↕	Code
1	DREEAM	67.53	No	DREEAM: Guiding Attention with Evidence for Impr...	2023-02-17	Code
2	KD-Rb-l	67.28	No	Document-Level Relation Extraction with Adaptive...	2022-03-21	Code
3	SSAN-RoBERTa-large+Adaptation	65.92	No	Entity Structure Within and Throughout: Modeling...	2021-02-20	Code
4	SAIS-RoBERTa-large	65.11	No	SAIS: Supervising and Augmenting Intermediate St...	2021-09-24	Code
5	Eider-RoBERTa-large	64.79	No	Eider: Empowering Document-level Relation Extrac...	2021-06-16	Code
6	DocuNet-RoBERTa-large	64.55	No	Document-level Relation Extraction as Semantic S...	2021-06-07	Code
7	CGM2IR-RoBERTalarge	63.89	No	Document-level Relation Extraction with Context ...	2022-01-13	-
8	SETE-Roberta-large	63.74	No	-	-	-
9	ATLOP-RoBERTa-large	63.4	No	Document-Level Relation Extraction with Adaptive...	2020-10-21	Code
10	DRE-MIR-BERTbase	63.15	No	A Masked Image Reconstruction Network for Docume...	2022-04-21	-
11	SAIS-BERT-base	62.77	No	SAIS: Supervising and Augmenting Intermediate St...	2021-09-24	Code
12	GAIN-BERT-large	62.76	No	Double Graph Based Reasoning for Document-level ...	2020-09-29	Code
13	Dense-CCNet-BERTbase	62.55	No	A Densely Connected Criss-Cross Attention Networ...	2022-03-26	-
14	E2GRE-RoBERTa-large	62.5	No	Entity and Evidence Guided Relation Extraction f...	2020-08-27	-
15	Eider-BERT-base	62.47	No	Eider: Empowering Document-level Relation Extrac...	2021-06-16	Code
16	SagDRE	62.32	No	-	-	Code
17	GAIN+SIEF	62.29	No	Document-Level Relation Extraction with Sentence...	2022-04-27	Code
18	CGM2IR-BERTbase	62.06	No	Document-level Relation Extraction with Context ...	2022-01-13	-
19	SIRE-BERT-base	62.05	No	SIRE: Separate Intra- and Inter-sentential Reaso...	2021-06-03	Code
20	MRN+BERT	61.74	No	-	-	Code
21	ATLOP + LogiRE	61.45	No	Learning Logic Rules for Document-level Relation...	2021-11-09	Code
22	SSAN-RoBERTa-large	61.42	No	Entity Structure Within and Throughout: Modeling...	2021-02-20	Code
23	ATLOP + KIRE	61.39	No	Enhancing Document-level Relation Extraction by ...	2022-07-23	Code
24	DRN-BERT-base	61.37	No	Discriminative Reasoning for Document-level Rela...	2021-06-03	Code
25	ERACL	61.36	No	Improving Long Tailed Document-Level Relation Ex...	2022-05-21	-
26	ATLOP-BERT-base	61.3	No	Document-Level Relation Extraction with Adaptive...	2020-10-21	Code
27	GAIN-BERT	61.24	No	Double Graph Based Reasoning for Document-level ...	2020-09-29	Code
28	CorefDRE- BERT	60.82	No	CorefDRE: Document-level Relation Extraction wit...	2022-02-22	-
29	GAIN + LogiRE	60.61	No	Learning Logic Rules for Document-level Relation...	2021-11-09	Code
30	JEREX-BERT-base	60.4	No	An End-to-end Model for Entity-level Relation Ex...	2021-02-11	Code
31	CorefRoBERTa-large	60.25	No	Coreferential Reasoning Learning for Language Re...	2020-04-15	Code
32	MIUK	59.99	Yes	Multi-view Inference for Relation Extraction wit...	2021-04-28	Code
33	SSAN-RoBERTa-base	59.94	No	Entity Structure Within and Throughout: Modeling...	2021-02-20	Code
34	CFER-BERT-base	59.82	No	Coarse-to-Fine Entity Representations for Docume...	2020-12-04	Code
35	HeterGSAN+Reconstruction+BERT-base	59.45	No	Document-Level Relation Extraction with Reconstr...	2020-12-21	Code
36	FineCL	59.4	No	Fine-grained Contrastive Learning for Relation E...	2022-05-25	Code
37	SSAN+RSMAN	59.29	No	Relation-Specific Attentions over Entity Mention...	2022-05-28	Code
38	LSR+BERT-base	59.05	No	Reasoning with Latent Structure Refinement for D...	2020-05-13	Code
39	GLRE-XLNet-Large	59	No	Global-to-Local Neural Networks for Document-Lev...	2020-09-22	Code
40	CorefBERT-large	58.83	No	Coreferential Reasoning Learning for Language Re...	2020-04-15	Code
41	E2GRE-BERT-base	58.72	No	Entity and Evidence Guided Relation Extraction f...	2020-08-27	-
42	EncAttAgg	58.7	No	-	-	Code
43	MRN	58.46	No	-	-	Code
44	SSAN-BERT-base	58.16	No	Entity Structure Within and Throughout: Modeling...	2021-02-20	Code
45	DUAL+BERT-base	57.74	No	Dual Supervision Framework for Relation Extracti...	2020-11-24	Code
46	CorefBERT-base	56.96	No	Coreferential Reasoning Learning for Language Re...	2020-04-15	Code
47	DRN-GloVe	56.33	No	Discriminative Reasoning for Document-level Rela...	2021-06-03	Code
48	Paths+BiLSTM-GloVe	56.23	No	Three Sentences Are All You Need: Local Path Enh...	2021-06-03	Code
49	SIRE-GloVe	55.96	No	SIRE: Separate Intra- and Inter-sentential Reaso...	2021-06-03	Code
50	CFER-GloVe	55.75	No	Coarse-to-Fine Entity Representations for Docume...	2020-12-04	Code
51	HIN-BERT-base	55.6	No	HIN: Hierarchical Inference Network for Document...	2020-03-28	-
52	HeterGSAN+Reconstruction	55.23	No	Document-Level Relation Extraction with Reconstr...	2020-12-21	Code
53	GAIN-GloVe	55.08	No	Double Graph Based Reasoning for Document-level ...	2020-09-29	Code
54	LSR+GloVe	54.18	No	Reasoning with Latent Structure Refinement for D...	2020-05-13	Code
55	Two-Step+BERT-base	53.92	No	Fine-tune Bert for DocRED with Two-step Process	2019-09-26	Code
56	HIN-GloVe	53.3	No	HIN: Hierarchical Inference Network for Document...	2020-03-28	-
57	BERT-base	53.22	No	Fine-tune Bert for DocRED with Two-step Process	2019-09-26	Code
58	GREG	52.88	No	-	-	-
59	BiLSTM	51.06	No	DocRED: A Large-Scale Document-Level Relation Ex...	2019-06-14	Code
60	DocRED-Context-Aware	50.64	No	DocRED: A Large-Scale Document-Level Relation Ex...	2019-06-14	Code
61	BiLSTM	50.12	No	DocRED: A Large-Scale Document-Level Relation Ex...	2019-06-14	Code
62	DocRED-CNN	42.33	No	DocRED: A Large-Scale Document-Level Relation Ex...	2019-06-14	Code