Entity Alignment On Dbp15K Zh En

评估指标

Hits@1

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
MEAformer	0.973	MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
Unsup. MEAformer	0.962	MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
MEAformer (w/o iter )	0.948	MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
Unsup. MEAformer (w/o iter )	0.917	MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
SEU	0.900	From Alignment to Assignment: Frustratingly Simple Unsupervised Entity Alignment
PSR	0.883	Are Negative Samples Necessary in Entity Alignment? An Approach with High Performance, Scalability and Robustness
EMGCN	0.863	Entity Alignment for Knowledge Graphs with Multi-order Convolutional Networks	-
Dual-AMN	0.861	Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample Mining
UMAEA (w/o surf)	0.856	Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment
MEAformer (w/o surf)	0.847	MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
RREA(text)	0.822	Relational Reflection Entity Alignment
Deep Graph Matching Consensus (L=10)	0.8012	Deep Graph Matching Consensus
RREA	0.801	Relational Reflection Entity Alignment
UMAEA (w/o surf & iter )	0.800	Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment
MEAformer (w/o surf & iter )	0.771	MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
EVA	0.761	Visual Pivoting for (Unsupervised) Entity Alignment
MRAEA	0.757	MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge Graph	-
HGCN-JE	0.7203	Jointly Learning Entity and Relation Representations for Entity Alignment
JEANS	0.719	Cross-lingual Entity Alignment with Incidental Supervision
Deep Graph Matching Consensus	0.7075	Deep Graph Matching Consensus

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