Relation Extraction On Docred

评估指标

Ign F1

评测结果

各个模型在此基准测试上的表现结果

			Paper Title	Repository
DREEAM	67.53	65.47	DREEAM: Guiding Attention with Evidence for Improving Document-Level Relation Extraction
KD-Rb-l	67.28	65.24	Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation
SSAN-RoBERTa-large+Adaptation	65.92	63.78	Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction
SAIS-RoBERTa-large	65.11	63.44	SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction
Eider-RoBERTa-large	64.79	62.85	Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion
DocuNet-RoBERTa-large	64.55	62.4	Document-level Relation Extraction as Semantic Segmentation
CGM2IR-RoBERTalarge	63.89	61.96	Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning	-
SETE-Roberta-large	63.74	61.78	Document-Level Relation Extraction with Structure Enhanced Transformer Encoder	-
ATLOP-RoBERTa-large	63.40	61.39	Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling
DRE-MIR-BERTbase	63.15	61.03	A Masked Image Reconstruction Network for Document-level Relation Extraction	-
SAIS-BERT-base	62.77	60.96	SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction
GAIN-BERT-large	62.76	60.31	Double Graph Based Reasoning for Document-level Relation Extraction
Dense-CCNet-BERTbase	62.55	60.46	A Densely Connected Criss-Cross Attention Network for Document-level Relation Extraction	-
E2GRE-RoBERTa-large	62.50	60.30	Entity and Evidence Guided Relation Extraction for DocRED	-
Eider-BERT-base	62.47	60.42	Eider: Empowering Document-level Relation Extraction with Efficient Evidence Extraction and Inference-stage Fusion
SagDRE	62.32	60.11	SagDRE: Sequence-Aware Graph-Based Document-Level Relation Extraction with Adaptive Margin Loss	-
GAIN+SIEF	62.29	59.87	Document-Level Relation Extraction with Sentences Importance Estimation and Focusing
CGM2IR-BERTbase	62.06	60.24	Document-level Relation Extraction with Context Guided Mention Integration and Inter-pair Reasoning	-
SIRE-BERT-base	62.05	60.18	SIRE: Separate Intra- and Inter-sentential Reasoning for Document-level Relation Extraction
MRN+BERT	61.74	59.52	-	-

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