ML Research Wiki / Benchmarks / Relation Extraction / DocRED

DocRED

Relation Extraction Benchmark

Performance Over Time

📊 Showing 56 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 DREEAM DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction 67.53 2023-02-17 📦 youmima/dreeam
2 KD-Rb-l Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation 67.28 2022-03-21 📦 tonytan48/kd-docre
3 SSAN-RoBERTa-large+Adaptation Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction 65.92 2021-02-20 📦 PaddlePaddle/Research 📦 BenfengXu/SSAN 📦 fduyjx/rsman
4 SAIS-RoBERTa-large SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction 65.11 2021-09-24 📦 xiaoyuxin1002/sais
5 Eider-RoBERTa-large Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion 64.79 2021-06-16 📦 veronicium/eider
6 DocuNet-RoBERTa-large Document-level Relation Extraction as Semantic Segmentation 64.55 2021-06-07 📦 zjunlp/DocuNet 📦 wutong8023/Awesome_Information_Extraction
7 CGM2IR-RoBERTalarge Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning 63.89 2022-01-13 -
8 ATLOP-RoBERTa-large Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling 63.40 2020-10-21 📦 wzhouad/ATLOP
9 DRE-MIR-BERTbase A Masked Image Reconstruction Network for Document-level Relation Extraction 63.15 2022-04-21 -
10 SAIS-BERT-base SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction 62.77 2021-09-24 📦 xiaoyuxin1002/sais

All Papers (56)