SOTAVerified

Document-level Relation Extraction

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

Papers

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Showing 1–25 of 106 papers

TitleStatusHype
Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability FusionCode0
COMM:Concentrated Margin Maximization for Robust Document-Level Relation Extraction—0
Enhancing Biomedical Relation Extraction with DirectionalityCode1
KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities—0
VaeDiff-DocRE: End-to-end Data Augmentation Framework for Document-level Relation ExtractionCode0
Graph-DPEP: Decomposed Plug and Ensemble Play for Few-Shot Document Relation Extraction with Graph-of-Thoughts Reasoning—0
TPN: Transferable Proto-Learning Network towards Few-shot Document-Level Relation ExtractionCode0
DiVA-DocRE: A Discriminative and Voice-Aware Paradigm for Document-Level Relation Extraction—0
LLM with Relation Classifier for Document-Level Relation ExtractionCode0
GEGA: Graph Convolutional Networks and Evidence Retrieval Guided Attention for Enhanced Document-level Relation Extraction—0
Consistent Document-Level Relation Extraction via CounterfactualsCode0
EVA-Score: Evaluating Abstractive Long-form Summarization on Informativeness through Extraction and Validation—0
Augmenting Document-level Relation Extraction with Efficient Multi-Supervision—0
Combining Supervised Learning and Reinforcement Learning for Multi-Label Classification Tasks with Partial Labels—0
On the Robustness of Document-Level Relation Extraction Models to Entity Name VariationsCode0
TTM-RE: Memory-Augmented Document-Level Relation ExtractionCode1
Building a Japanese Document-Level Relation Extraction Dataset Assisted by Cross-Lingual Transfer—0
REXEL: An End-to-end Model for Document-Level Relation Extraction and Entity LinkingCode1
AutoRE: Document-Level Relation Extraction with Large Language ModelsCode2
FCDS: Fusing Constituency and Dependency Syntax into Document-Level Relation ExtractionCode0
Extracting Polymer Nanocomposite Samples from Full-Length DocumentsCode0
Revisiting Document-Level Relation Extraction with Context-Guided Link PredictionCode0
Adaptive Hinge Balance Loss for Document-Level Relation ExtractionCode0
Semi-automatic Data Enhancement for Document-Level Relation Extraction with Distant Supervision from Large Language ModelsCode1
Anaphor Assisted Document-Level Relation ExtractionCode1
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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