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Relation Extraction On Docred

Metrics

F1
Ign F1

Results

Performance results of various models on this benchmark

Paper TitleRepository
DREEAM67.5365.47DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction
KD-Rb-l67.2865.24Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation
SSAN-RoBERTa-large+Adaptation65.9263.78Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction
SAIS-RoBERTa-large65.1163.44SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction
Eider-RoBERTa-large64.7962.85Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion
DocuNet-RoBERTa-large64.5562.4Document-level Relation Extraction as Semantic Segmentation
CGM2IR-RoBERTalarge63.8961.96Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning-
SETE-Roberta-large63.7461.78Document-Level Relation Extraction with Structure Enhanced Transformer Encoder-
ATLOP-RoBERTa-large63.4061.39Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling
DRE-MIR-BERTbase63.1561.03A Masked Image Reconstruction Network for Document-level Relation Extraction-
SAIS-BERT-base62.7760.96SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction
GAIN-BERT-large62.7660.31Double Graph Based Reasoning for Document-level Relation Extraction
Dense-CCNet-BERTbase62.5560.46A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction-
E2GRE-RoBERTa-large62.5060.30Entity and Evidence Guided Relation Extraction for DocRED-
Eider-BERT-base62.4760.42Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion
SagDRE62.3260.11SagDRE: Sequence-Aware Graph-Based Document-Level Relation Extraction with Adaptive Margin Loss-
GAIN+SIEF62.2959.87Document-Level Relation Extraction with Sentences Importance Estimation and Focusing
CGM2IR-BERTbase62.0660.24Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning-
SIRE-BERT-base62.0560.18SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction
MRN+BERT61.7459.52--
0 of 62 row(s) selected.
Relation Extraction On Docred | SOTA | HyperAI