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Relation Extraction 벤치마크

Relation Extraction on DocRED

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F1

42.33 48.63 54.93 61.23 67.53 2019-06 2026-09 BiLSTM — 51.06 (2019-06-14) DocRED-Context-Aware — 50.64 (2019-06-14) BiLSTM — 50.12 (2019-06-14) DocRED-CNN — 42.33 (2019-06-14) Two-Step+BERT-base — 53.92 (2019-09-26) BERT-base — 53.22 (2019-09-26) GREG — 52.88 (2020-02-10) HIN-BERT-base — 55.6 (2020-03-28) HIN-GloVe — 53.3 (2020-03-28) CorefRoBERTa-large — 60.25 (2020-04-15) CorefBERT-large — 58.83 (2020-04-15) CorefBERT-base — 56.96 (2020-04-15) LSR+BERT-base — 59.05 (2020-05-13) LSR+GloVe — 54.18 (2020-05-13) EncAttAgg — 58.7 (2020-08-09) E2GRE-RoBERTa-large — 62.5 (2020-08-27) E2GRE-BERT-base — 58.72 (2020-08-27) GLRE-XLNet-Large — 59.0 (2020-09-22) GAIN-BERT-large — 62.76 (2020-09-29) GAIN-BERT — 61.24 (2020-09-29) GAIN-GloVe — 55.08 (2020-09-29) ATLOP-RoBERTa-large — 63.4 (2020-10-21) ATLOP-BERT-base — 61.3 (2020-10-21) DUAL+BERT-base — 57.74 (2020-11-24) CFER-BERT-base — 59.82 (2020-12-04) CFER-GloVe — 55.75 (2020-12-04) HeterGSAN+Reconstruction+BERT-base — 59.45 (2020-12-21) HeterGSAN+Reconstruction — 55.23 (2020-12-21) JEREX-BERT-base — 60.4 (2021-02-11) SSAN-RoBERTa-large+Adaptation — 65.92 (2021-02-20) SSAN-RoBERTa-large — 61.42 (2021-02-20) SSAN-RoBERTa-base — 59.94 (2021-02-20) SSAN-BERT-base — 58.16 (2021-02-20) MIUK — 59.99 (2021-04-28) SIRE-BERT-base — 62.05 (2021-06-03) DRN-BERT-base — 61.37 (2021-06-03) DRN-GloVe — 56.33 (2021-06-03) Paths+BiLSTM-GloVe — 56.23 (2021-06-03) SIRE-GloVe — 55.96 (2021-06-03) DocuNet-RoBERTa-large — 64.55 (2021-06-07) Eider-RoBERTa-large — 64.79 (2021-06-16) Eider-BERT-base — 62.47 (2021-06-16) SAIS-RoBERTa-large — 65.11 (2021-09-24) SAIS-BERT-base — 62.77 (2021-09-24) ATLOP + LogiRE — 61.45 (2021-11-09) GAIN + LogiRE — 60.61 (2021-11-09) SagDRE — 62.32 (2021-11-16) CGM2IR-RoBERTalarge — 63.89 (2022-01-13) CGM2IR-BERTbase — 62.06 (2022-01-13) CorefDRE- BERT — 60.82 (2022-02-22) KD-Rb-l — 67.28 (2022-03-21) Dense-CCNet-BERTbase — 62.55 (2022-03-26) DRE-MIR-BERTbase — 63.15 (2022-04-21) GAIN+SIEF — 62.29 (2022-04-27) ERACL — 61.36 (2022-05-21) FineCL — 59.4 (2022-05-25) SSAN+RSMAN — 59.29 (2022-05-28) SETE-Roberta-large — 63.74 (2022-07-11) ATLOP + KIRE — 61.39 (2022-07-23) DREEAM — 67.53 (2023-02-17) BiLSTM — 51.06 (2019-06-14) Two-Step+BERT-base — 53.92 (2019-09-26) HIN-BERT-base — 55.6 (2020-03-28) CorefRoBERTa-large — 60.25 (2020-04-15) E2GRE-RoBERTa-large — 62.5 (2020-08-27) GAIN-BERT-large — 62.76 (2020-09-29) ATLOP-RoBERTa-large — 63.4 (2020-10-21) SSAN-RoBERTa-large+Adaptation — 65.92 (2021-02-20) KD-Rb-l — 67.28 (2022-03-21) DREEAM — 67.53 (2023-02-17)
RankModel F1Ign F1 Extra Training Data PaperCodeYear
1 DREEAM 67.5365.47 DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction youmima/dreeam 2023
2 KD-Rb-l 67.2865.24 Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation tonytan48/kd-docre 2022
3 SSAN-RoBERTa-large+Adaptation 65.9263.78 Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction PaddlePaddle/Research · BenfengXu/SSAN · fduyjx/rsman 2021
4 SAIS-RoBERTa-large 65.1163.44 SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction xiaoyuxin1002/sais 2021
5 Eider-RoBERTa-large 64.7962.85 Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion veronicium/eider 2021
6 DocuNet-RoBERTa-large 64.5562.4 Document-level Relation Extraction as Semantic Segmentation zjunlp/DocuNet · wutong8023/Awesome_Information_Extraction 2021
7 CGM2IR-RoBERTalarge 63.8961.96 Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning 2022
8 SETE-Roberta-large 63.7461.78 Document-Level Relation Extraction with Structure Enhanced Transformer Encoder 2022
9 ATLOP-RoBERTa-large 63.4061.39 Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling wzhouad/ATLOP 2020
10 DRE-MIR-BERTbase 63.1561.03 A Masked Image Reconstruction Network for Document-level Relation Extraction 2022
11 SAIS-BERT-base 62.7760.96 SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction xiaoyuxin1002/sais 2021
12 GAIN-BERT-large 62.7660.31 Double Graph Based Reasoning for Document-level Relation Extraction DreamInvoker/GAIN · pkunlp-icler/gain 2020
13 Dense-CCNet-BERTbase 62.5560.46 A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction 2022
14 E2GRE-RoBERTa-large 62.5060.30 Entity and Evidence Guided Relation Extraction for DocRED 2020
15 Eider-BERT-base 62.4760.42 Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion veronicium/eider 2021
16 SagDRE 62.3260.11 SagDRE: Sequence-Aware Graph-Based Document-Level Relation Extraction with Adaptive Margin Loss IAmHedgehog/SagDRE 2021
17 GAIN+SIEF 62.2959.87 Document-Level Relation Extraction with Sentences Importance Estimation and Focusing xwjim/sief 2022
18 CGM2IR-BERTbase 62.0660.24 Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning 2022
19 SIRE-BERT-base 62.0560.18 SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction DreamInvoker/SIRE 2021
20 MRN+BERT 61.7459.52 MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction ljynlp/mrn
21 ATLOP + LogiRE 61.4559.48 Learning Logic Rules for Document-level Relation Extraction rudongyu/logire 2021
22 SSAN-RoBERTa-large 61.4259.47 Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction PaddlePaddle/Research · BenfengXu/SSAN · fduyjx/rsman 2021
23 ATLOP + KIRE 61.3959.35 Enhancing Document-level Relation Extraction by Entity Knowledge Injection nju-websoft/kire 2022
24 DRN-BERT-base 61.3759.15 Discriminative Reasoning for Document-level Relation Extraction xwjim/DRN · kracr/document-level-relation-extraction 2021
25 ERACL 61.3659.08 Improving Long Tailed Document-Level Relation Extraction via Easy Relation Augmentation and Contrastive Learning 2022
26 ATLOP-BERT-base 61.3059.31 Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling wzhouad/ATLOP 2020
27 GAIN-BERT 61.2459.00 Double Graph Based Reasoning for Document-level Relation Extraction DreamInvoker/GAIN · pkunlp-icler/gain 2020
28 CorefDRE- BERT 60.8260.78 CorefDRE: Document-level Relation Extraction with coreference resolution 2022
29 GAIN + LogiRE 60.6158.62 Learning Logic Rules for Document-level Relation Extraction rudongyu/logire 2021
30 JEREX-BERT-base 60.4058.44 An End-to-end Model for Entity-level Relation Extraction using Multi-instance Learning lavis-nlp/jerex 2021
31 CorefRoBERTa-large 60.2557.90 Coreferential Reasoning Learning for Language Representation thunlp/KernelGAT · thunlp/CorefBERT 2020
32 MIUK 59.9958.05 ✓ Multi-view Inference for Relation Extraction with Uncertain Knowledge pkuserc/AAAI2021-MIUK-Relation-Extraction 2021
33 SSAN-RoBERTa-base 59.9457.71 Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction PaddlePaddle/Research · BenfengXu/SSAN · fduyjx/rsman 2021
34 CFER-BERT-base 59.8257.89 Coarse-to-Fine Entity Representations for Document-level Relation Extraction Hunter-DDM/cfer-document-level-RE 2020
35 HeterGSAN+Reconstruction+BERT-base 59.4557.12 Document-Level Relation Extraction with Reconstruction xwjim/DocRE-Rec 2020
36 FineCL 59.457.1 Fine-grained Contrastive Learning for Relation Extraction david-li0406/read 2022
37 SSAN+RSMAN 59.2957.02 Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation Extraction fduyjx/rsman 2022
38 LSR+BERT-base 59.0556.97 Reasoning with Latent Structure Refinement for Document-Level Relation Extraction nanguoshun/LSR · scofield7419/DiaRE-D2G 2020
39 GLRE-XLNet-Large 59.056.8 Global-to-Local Neural Networks for Document-Level Relation Extraction nju-websoft/GLRE 2020
40 CorefBERT-large 58.8356.40 Coreferential Reasoning Learning for Language Representation thunlp/KernelGAT · thunlp/CorefBERT 2020
41 E2GRE-BERT-base 58.7255.22 Entity and Evidence Guided Relation Extraction for DocRED 2020
42 EncAttAgg 58.756.7 Improving Document-level Relation Extraction via Contextualizing Mention Representations and Weighting Mention Pairs nefujiangping/EncAttAgg 2020
43 MRN 58.4656.19 MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation Extraction ljynlp/mrn
44 SSAN-BERT-base 58.1655.84 Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction PaddlePaddle/Research · BenfengXu/SSAN · fduyjx/rsman 2021
45 DUAL+BERT-base 57.74– Dual Supervision Framework for Relation Extraction with Distant Supervision and Human Annotation woohwanjung/dual 2020
46 CorefBERT-base 56.9654.54 Coreferential Reasoning Learning for Language Representation thunlp/KernelGAT · thunlp/CorefBERT 2020
47 DRN-GloVe 56.3354.35 Discriminative Reasoning for Document-level Relation Extraction xwjim/DRN · kracr/document-level-relation-extraction 2021
48 Paths+BiLSTM-GloVe 56.23– Three Sentences Are All You Need: Local Path Enhanced Document Relation Extraction AndrewZhe/Three-Sentences-Are-All-You-Need 2021
49 SIRE-GloVe 55.9654.04 SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction DreamInvoker/SIRE 2021
50 CFER-GloVe 55.7553.43 Coarse-to-Fine Entity Representations for Document-level Relation Extraction Hunter-DDM/cfer-document-level-RE 2020
51 HIN-BERT-base 55.6053.70 HIN: Hierarchical Inference Network for Document-Level Relation Extraction 2020
52 HeterGSAN+Reconstruction 55.2353.27 Document-Level Relation Extraction with Reconstruction xwjim/DocRE-Rec 2020
53 GAIN-GloVe 55.0852.66 Double Graph Based Reasoning for Document-level Relation Extraction DreamInvoker/GAIN · pkunlp-icler/gain 2020
54 LSR+GloVe 54.1852.15 Reasoning with Latent Structure Refinement for Document-Level Relation Extraction nanguoshun/LSR · scofield7419/DiaRE-D2G 2020
55 Two-Step+BERT-base 53.9254.42 Fine-tune Bert for DocRED with Two-step Process hongwang600/DocRed 2019
56 HIN-GloVe 53.3051.15 HIN: Hierarchical Inference Network for Document-Level Relation Extraction 2020
57 BERT-base 53.2256.17 Fine-tune Bert for DocRED with Two-step Process hongwang600/DocRed 2019
58 GREG 52.88– GREG: A Global Level Relation Extraction with Knowledge Graph Embedding 2020
59 BiLSTM 51.0644.73 DocRED: A Large-Scale Document-Level Relation Extraction Dataset thunlp/DocRED · nanguoshun/LSR · xwjim/DocRE-Rec · +1 2019
60 DocRED-Context-Aware 50.6443.93 DocRED: A Large-Scale Document-Level Relation Extraction Dataset thunlp/DocRED · nanguoshun/LSR · xwjim/DocRE-Rec · +1 2019
61 BiLSTM 50.1243.60 DocRED: A Large-Scale Document-Level Relation Extraction Dataset thunlp/DocRED · nanguoshun/LSR · xwjim/DocRE-Rec · +1 2019
62 DocRED-CNN 42.3336.44 DocRED: A Large-Scale Document-Level Relation Extraction Dataset thunlp/DocRED · nanguoshun/LSR · xwjim/DocRE-Rec · +1 2019
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