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Multi-modal Entity Alignment

Papers

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Showing 11–19 of 19 papers

TitleStatusHype
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity PathsCode0
Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity AlignmentCode1
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment—0
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality HybridCode1
Multi-modal Contrastive Representation Learning for Entity AlignmentCode1
Multi-modal Siamese Network for Entity AlignmentCode1
Multi-modal Entity Alignment in Hyperbolic Space—0
Visual Pivoting for (Unsupervised) Entity AlignmentCode1
MMEA: Entity Alignment for Multi-Modal Knowledge GraphsCode1
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All datasetsUMVM-dbp-fr-enUMVM-dbp-ja-enUMVM-dbp-zh-enUMVM-oea-d-w-v1UMVM-oea-en-deUMVM-oea-en-frUMVM-oea-d-w-v2MMKG

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UMAEA (w/o surf)Hits@10.87—Unverified
2MEAformer (w/o surf)Hits@10.85—Unverified
3UMAEA (w/o surf & iter )Hits@10.82—Unverified
4MCLEA (w/o surf)Hits@10.81—Unverified
5MEAformer (w/o surf & w/o iter)Hits@10.77—Unverified
6EVA (w/o surf)Hits@10.77—Unverified
7MCLEA (w/o surf & w/o iter)Hits@10.72—Unverified
8EVA (w/o surf & w/o iter)Hits@10.69—Unverified
9MSNEA (w/o surf)Hits@10.58—Unverified
10MSNEA (w/o surf & w/o iter)Hits@10.56—Unverified
#ModelMetricClaimedVerifiedStatus
1UMAEA (w/o surf)Hits@10.86—Unverified
2MEAformer (w/o surf)Hits@10.84—Unverified
3MCLEA (w/o surf)Hits@10.81—Unverified
4UMAEA (w/o surf & iter )Hits@10.8—Unverified
5MEAformer (w/o surf & w/o iter)Hits@10.76—Unverified
6EVA (w/o surf)Hits@10.74—Unverified
7MCLEA (w/o surf & w/o iter)Hits@10.72—Unverified
8EVA (w/o surf & w/o iter)Hits@10.67—Unverified
9MSNEA (w/o surf)Hits@10.56—Unverified
10MSNEA (w/o surf & w/o iter)Hits@10.54—Unverified
#ModelMetricClaimedVerifiedStatus
1UMAEA (w/o surf)Hits@10.86—Unverified
2MEAformer (w/o surf)Hits@10.85—Unverified
3MCLEA (w/o surf)Hits@10.81—Unverified
4UMAEA (w/o surf & iter )Hits@10.8—Unverified
5MEAformer (w/o surf & w/o iter)Hits@10.77—Unverified
6EVA (w/o surf)Hits@10.75—Unverified
7MCLEA (w/o surf & w/o iter)Hits@10.73—Unverified
8EVA (w/o surf & w/o iter)Hits@10.68—Unverified
9MSNEA (w/o surf)Hits@10.65—Unverified
10MSNEA (w/o surf & w/o iter)Hits@10.61—Unverified
#ModelMetricClaimedVerifiedStatus
1UMAEA (w/o surf)Hits@10.95—Unverified
2MCLEA (w/o surf)Hits@10.94—Unverified
3EVA (w/o surf)Hits@10.92—Unverified
4UMAEA (w/o surf & iter )Hits@10.9—Unverified
5MCLEA (w/o surf & w/o iter)Hits@10.88—Unverified
6EVA (w/o surf & w/o iter)Hits@10.86—Unverified
7MSNEA (w/o surf)Hits@10.81—Unverified
8MSNEA (w/o surf & w/o iter)Hits@10.8—Unverified
#ModelMetricClaimedVerifiedStatus
1UMAEA (w/o surf)Hits@10.97—Unverified
2MCLEA (w/o surf)Hits@10.97—Unverified
3EVA (w/o surf)Hits@10.96—Unverified
4UMAEA (w/o surf & iter )Hits@10.96—Unverified
5MCLEA (w/o surf & w/o iter)Hits@10.94—Unverified
6EVA (w/o surf & w/o iter)Hits@10.92—Unverified
7MSNEA (w/o surf)Hits@10.79—Unverified
8MSNEA (w/o surf & w/o iter)Hits@10.75—Unverified
#ModelMetricClaimedVerifiedStatus
1UMAEA (w/o surf)Hits@10.9—Unverified
2MCLEA (w/o surf)Hits@10.89—Unverified
3EVA (w/o surf)Hits@10.85—Unverified
4UMAEA (w/o surf & iter )Hits@10.85—Unverified
5MCLEA (w/o surf & w/o iter)Hits@10.82—Unverified
6EVA (w/o surf & w/o iter)Hits@10.79—Unverified
7MSNEA (w/o surf)Hits@10.7—Unverified
8MSNEA (w/o surf & w/o iter)Hits@10.69—Unverified
#ModelMetricClaimedVerifiedStatus
1UMAEA (w/o surf)Hits@10.97—Unverified
2MCLEA (w/o surf)Hits@10.97—Unverified
3UMAEA (w/o surf & iter )Hits@10.95—Unverified
4MCLEA (w/o surf & w/o iter)Hits@10.93—Unverified
5EVA (w/o surf)Hits@10.93—Unverified
6EVA (w/o surf & w/o iter)Hits@10.89—Unverified
7MSNEA (w/o surf)Hits@10.86—Unverified
#ModelMetricClaimedVerifiedStatus
1IBMEAH@10.63—Unverified