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Entity Alignment On Dbp15K Zh En

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이 벤치마크에서 각 모델의 성능 결과

Paper Title
MEAformer0.973MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
Unsup. MEAformer0.962MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
MEAformer (w/o iter )0.948MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
Unsup. MEAformer (w/o iter )0.917MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
SEU0.900From Alignment to Assignment: Frustratingly Simple Unsupervised Entity Alignment
PSR0.883Are Negative Samples Necessary in Entity Alignment? An Approach with High Performance, Scalability and Robustness
EMGCN0.863Entity Alignment for Knowledge Graphs with Multi-order Convolutional Networks
Dual-AMN0.861Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample Mining
UMAEA (w/o surf)0.856Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment
MEAformer (w/o surf)0.847MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
RREA(text)0.822Relational Reflection Entity Alignment
Deep Graph Matching Consensus (L=10)0.8012Deep Graph Matching Consensus
RREA0.801Relational Reflection Entity Alignment
UMAEA (w/o surf & iter )0.800Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment
MEAformer (w/o surf & iter )0.771MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid
EVA0.761Visual Pivoting for (Unsupervised) Entity Alignment
MRAEA0.757MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge Graph
HGCN-JE0.7203Jointly Learning Entity and Relation Representations for Entity Alignment
JEANS0.719Cross-lingual Entity Alignment with Incidental Supervision
Deep Graph Matching Consensus0.7075Deep Graph Matching Consensus
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Entity Alignment On Dbp15K Zh En | SOTA | HyperAI초신경