Entity Alignment On Dbp15K Zh En

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Hits@1

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Hits@1	Paper Title	Repository
Deep Graph Matching Consensus	0.7075	Deep Graph Matching Consensus	-
EVA	0.761	Visual Pivoting for (Unsupervised) Entity Alignment
GCN-Align	0.433	Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned
JAPE	0.412	Multi-Channel Graph Neural Network for Entity Alignment
Unsup. MEAformer (w/o iter )	0.917	MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
MEAformer (w/o surf & iter )	0.771	MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
MTransE	0.308	Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment
RREA(text)	0.822	Relational Reflection Entity Alignment
JAPE	0.4125	Jointly Learning Entity and Relation Representations for Entity Alignment
MuGNN	0.494	Deep Graph Matching Consensus	-
GCN-Align	0.4125	Deep Graph Matching Consensus	-
GMNN	0.6793	Deep Graph Matching Consensus	-
JEANS	0.719	Cross-lingual Entity Alignment with Incidental Supervision
MRAEA	0.757	MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge Graph
Zero Shot	0.594	A Critical Assessment of State-of-the-Art in Entity Alignment
NAEA	0.6501	Deep Graph Matching Consensus	-
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
UMAEA (w/o surf)	0.856	Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment
UMAEA (w/o surf & iter )	0.800	Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment

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