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 76–100 of 106 papers

TitleStatusHype
PromptRE: Weakly-Supervised Document-Level Relation Extraction via Prompting-Based Data Programming—0
Rethinking Document-Level Relation Extraction: A Reality Check—0
Seq2rel: A sequence-to-sequence-based approach for document-level relation extraction—0
The Dots Have Their Values: Exploiting the Node-Edge Connections in Graph-based Neural Models for Document-level Relation Extraction—0
Translating Embeddings in Document for Modeling Multi-relational Graphs—0
Towards Integration of Discriminability and Robustness for Document-Level Relation ExtractionCode0
On the Robustness of Document-Level Relation Extraction Models to Entity Name VariationsCode0
FCDS: Fusing Constituency and Dependency Syntax into Document-Level Relation ExtractionCode0
TPN: Transferable Proto-Learning Network towards Few-shot Document-Level Relation ExtractionCode0
Extracting Polymer Nanocomposite Samples from Full-Length DocumentsCode0
EmRel: Joint Representation of Entities and Embedded Relations for Multi-triple ExtractionCode0
Document-level Relation Extraction with Cross-sentence Reasoning GraphCode0
VaeDiff-DocRE: End-to-end Data Augmentation Framework for Document-level Relation ExtractionCode0
Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability FusionCode0
Document-Level Relation Extraction with Relation Correlation EnhancementCode0
Revisiting Document-Level Relation Extraction with Context-Guided Link PredictionCode0
Document-level Relation Extraction with Relation CorrelationsCode0
SagDRE: Sequence-Aware Graph-Based Document-Level Relation Extraction with Adaptive Margin LossCode0
Did the Models Understand Documents? Benchmarking Models for Language Understanding in Document-Level Relation ExtractionCode0
Improving Document-level Relation Extraction via Contextualizing Mention Representations and Weighting Mention PairsCode0
Consistent Document-Level Relation Extraction via CounterfactualsCode0
A Positive-Unlabeled Metric Learning Framework for Document-Level Relation Extraction with Incomplete LabelingCode0
HistRED: A Historical Document-Level Relation Extraction DatasetCode0
LLM with Relation Classifier for Document-Level Relation ExtractionCode0
Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented GraphsCode0
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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