SOTAVerified

Document-level Relation Extraction

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

Papers

Showing 2650 of 106 papers

TitleStatusHype
DocRED: A Large-Scale Document-Level Relation Extraction DatasetCode1
MRN: A Locally and Globally Mention-Based Reasoning Network for Document-Level Relation ExtractionCode1
Document-level Relation Extraction as Semantic SegmentationCode1
Document-Level Relation Extraction with Adaptive Thresholding and Localized Context PoolingCode1
Document-Level Relation Extraction with ReconstructionCode1
Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation ExtractionCode1
Document-Level Relation Extraction with Sentences Importance Estimation and FocusingCode1
Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge DistillationCode1
Relation-Specific Attentions over Entity Mentions for Enhanced Document-Level Relation ExtractionCode1
An End-to-end Model for Entity-level Relation Extraction using Multi-instance LearningCode1
SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation ExtractionCode1
Few-Shot Document-Level Relation ExtractionCode1
Does Recommend-Revise Produce Reliable Annotations? An Analysis on Missing Instances in DocREDCode1
DORE: Document Ordered Relation Extraction based on Generative FrameworkCode1
Double Graph Based Reasoning for Document-level Relation ExtractionCode1
On the Robustness of Document-Level Relation Extraction Models to Entity Name VariationsCode0
Did the Models Understand Documents? Benchmarking Models for Language Understanding in Document-Level Relation ExtractionCode0
Adaptive Hinge Balance Loss for Document-Level Relation ExtractionCode0
Multi-view Inference for Relation Extraction with Uncertain KnowledgeCode0
EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple ExtractionCode0
Improving Document-level Relation Extraction via Contextualizing Mention Representations and Weighting Mention PairsCode0
HistRED: A Historical Document-Level Relation Extraction DatasetCode0
Consistent Document-Level Relation Extraction via CounterfactualsCode0
A Positive-Unlabeled Metric Learning Framework for Document-Level Relation Extraction with Incomplete LabelingCode0
Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented GraphsCode0
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Benchmark Results

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