SOTAVerified

Document-level Relation Extraction

Document-level RE aim to identify the relations of various entity pairs expressed across multiple sentences.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 106 papers

TitleStatusHype
AutoRE: Document-Level Relation Extraction with Large Language ModelsCode2
Global-to-Local Neural Networks for Document-Level Relation ExtractionCode1
Document-Level Relation Extraction with Sentences Importance Estimation and FocusingCode1
Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage FusionCode1
Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation ExtractionCode1
Few-Shot Document-Level Relation ExtractionCode1
Does Recommend-Revise Produce Reliable Annotations? An Analysis on Missing Instances in DocREDCode1
Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge DistillationCode1
DORE: Document Ordered Relation Extraction based on Generative FrameworkCode1
DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation ExtractionCode1
Enhancing Document-level Relation Extraction by Entity Knowledge InjectionCode1
A Unified Positive-Unlabeled Learning Framework for Document-Level Relation Extraction with Different Levels of LabelingCode1
Enhancing Biomedical Relation Extraction with DirectionalityCode1
Anaphor Assisted Document-Level Relation ExtractionCode1
DocRED: A Large-Scale Document-Level Relation Extraction DatasetCode1
Document-Level Relation Extraction with ReconstructionCode1
An End-to-end Model for Entity-level Relation Extraction using Multi-instance LearningCode1
Discriminative Reasoning for Document-level Relation ExtractionCode1
A Distant Supervision Corpus for Extracting Biomedical Relationships Between Chemicals, Diseases and GenesCode1
Document-level Relation Extraction as Semantic SegmentationCode1
A sequence-to-sequence approach for document-level relation extractionCode1
Double Graph Based Reasoning for Document-level Relation ExtractionCode1
Denoising Relation Extraction from Document-level Distant SupervisionCode1
Document-Level Relation Extraction with Adaptive Thresholding and Localized Context PoolingCode1
Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language ModelsCode1
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All datasetsBc8DocRED-IEDWIERe-DocRED

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BioRex+DirectionalityEvaluation Macro F156.06—Unverified
#ModelMetricClaimedVerifiedStatus
1REXELRelation F160.1—Unverified
#ModelMetricClaimedVerifiedStatus
1VaeDiff-DocREF10.73—Unverified
#ModelMetricClaimedVerifiedStatus
1VaeDiff-DocREF10.79—Unverified