ML Research Wiki / Benchmarks / Relation Extraction / GDA

GDA

Relation Extraction Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 SAISORE+CR+ET-SciBERT SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction 87.10 2021-09-24 📦 xiaoyuxin1002/sais
2 Dense-CCNet-SciBERTbase A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction 86.44 2022-03-26 -
3 DRE-MIR-SciBERT A Masked Image Reconstruction Network for Document-level Relation Extraction 86.40 2022-04-21 -
4 DocuNet-SciBERTbase Document-level Relation Extraction as Semantic Segmentation 85.30 2021-06-07 📦 zjunlp/DocuNet 📦 wutong8023/Awesome_Information_Extraction
5 seq2rel (entity hinting) A sequence-to-sequence approach for document-level relation extraction 84.90 2022-04-03 📦 johngiorgi/seq2rel 📦 JohnGiorgi/seq2rel-ds
6 CGM2IR-SciBERTbase Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning 84.70 2022-01-13 -
7 SciBERT-ATLOPBASE Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling 83.90 2020-10-21 📦 wzhouad/ATLOP
8 SSANBiaffine Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction 83.90 2021-02-20 📦 PaddlePaddle/Research 📦 BenfengXu/SSAN 📦 fduyjx/rsman
9 LSR w/o MDP Nodes Reasoning with Latent Structure Refinement for Document-Level Relation Extraction 82.20 2020-05-13 📦 nanguoshun/LSR 📦 scofield7419/DiaRE-D2G

All Papers (9)

xiaoyuxin1002/sais
zjunlp/DocuNet wutong8023/Awesome_Information_Extraction
johngiorgi/seq2rel JohnGiorgi/seq2rel-ds
wzhouad/ATLOP
PaddlePaddle/Research BenfengXu/SSAN fduyjx/rsman
nanguoshun/LSR scofield7419/DiaRE-D2G