Entity Alignment On Dbp15K Zh En

評価指標

Hits@1

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名	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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