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Relation Extraction
벤치마크
Relation Extraction on
GDA
9개 결과 ·
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F1
82.2
83.42
84.65
85.88
87.1
2020-05
2026-11
LSR w/o MDP Nodes — 82.2 (2020-05-13)
SciBERT-ATLOPBASE — 83.9 (2020-10-21)
SSANBiaffine — 83.9 (2021-02-20)
DocuNet-SciBERTbase — 85.3 (2021-06-07)
SAISORE+CR+ET-SciBERT — 87.1 (2021-09-24)
CGM2IR-SciBERTbase — 84.7 (2022-01-13)
Dense-CCNet-SciBERTbase — 86.44 (2022-03-26)
seq2rel (entity hinting) — 84.9 (2022-04-03)
DRE-MIR-SciBERT — 86.4 (2022-04-21)
LSR w/o MDP Nodes — 82.2 (2020-05-13)
SciBERT-ATLOPBASE — 83.9 (2020-10-21)
DocuNet-SciBERTbase — 85.3 (2021-06-07)
SAISORE+CR+ET-SciBERT — 87.1 (2021-09-24)
2020-05-13 — LSR w/o MDP Nodes: F1 82.2
2020-10-21 — SciBERT-ATLOPBASE: F1 83.9
2021-06-07 — DocuNet-SciBERTbase: F1 85.3
2021-09-24 — SAISORE+CR+ET-SciBERT: F1 87.1
Rank
Model
F1
Paper
Code
Year
1
SAISORE+CR+ET-SciBERT
87.1
SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction
xiaoyuxin1002/sais
2021
2
Dense-CCNet-SciBERTbase
86.44
A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction
2022
3
DRE-MIR-SciBERT
86.4
A Masked Image Reconstruction Network for Document-level Relation Extraction
2022
4
DocuNet-SciBERTbase
85.3
Document-level Relation Extraction as Semantic Segmentation
zjunlp/DocuNet
·
wutong8023/Awesome_Information_Extraction
2021
5
seq2rel (entity hinting)
84.9
A sequence-to-sequence approach for document-level relation extraction
johngiorgi/seq2rel
·
JohnGiorgi/seq2rel-ds
2022
6
CGM2IR-SciBERTbase
84.7
Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning
2022
7
SciBERT-ATLOPBASE
83.9
Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling
wzhouad/ATLOP
2020
7
SSANBiaffine
83.9
Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction
PaddlePaddle/Research
·
BenfengXu/SSAN
·
fduyjx/rsman
2021
9
LSR w/o MDP Nodes
82.2
Reasoning with Latent Structure Refinement for Document-Level Relation Extraction
nanguoshun/LSR
·
scofield7419/DiaRE-D2G
2020
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