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Published at October 18

MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment

cs.AI

Released Date: October 18, 2024

Authors: Wei Ai¹, Wen Deng¹, Hongyi Chen¹, Jiayi Du¹, Tao Meng¹, Yuntao Shou¹

Aff.: ¹College of Computer and Mathematics, Central South University of Forestry and Technology, ChangSha, China

Arxiv: https://arxiv.org/abs/2410.14584v1

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Method	FB15K-DB15K					FB15K-YG15K
Method	H@1	H@5	H@10	MR	MRR	H@1	H@5	H@10	MR	MRR
MTransE	0.4	1.4	2.5	1239.5	0.014	0.3	1.0	1.8	1183.3	0.011
GCN-Align	7.1	16.5	22.4	304.5	0.106	5.0	12.9	18.1	478.2	0.094
BootEA	32.3	49.9	57.9	205.5	0.410	23.4	37.4	44.5	272.1	0.307
MMEA	26.5	45.1	54.1	124.8	0.357	23.4	39.8	48.0	147.4	0.317
MCLEA	44.5	-	70.5	-	0.534	38.8	-	64.1	-	0.474
MEAformer	57.8	-	81.2	-	0.661	44.4	-	69.2	-	0.529
PathFusion	76.5	83.8	85.8	63.8	0.797	80.0	87.7	90.0	38.2	0.836
MCSFF (ours)	80.7	88.6	90.7	32.0	0.842	81.3	88.9	91.1	21.4	0.848
Improve.best	4.2	4.8	4.9	31.8	0.045	1.3	1.2	1.1	16.8	0.012