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ResearchFormerly WizWand

Entity Alignment on DBP ZH-EN 15K

0.8864Hits@1RDGCN
-0.0039440.2272030.458350.689497Aug 22, 2019Aug 26, 2019Aug 31, 2019Sep 5, 2019Sep 10, 2019Sep 15, 2019Sep 20, 2019
Updated 8mo ago

Evaluation results

MethodLinks
RDGCN2019.080.88640.9572—
HGCN-sinitialization=entity name, highway gates=true2019.080.88090.9527—
RDmodule=dual-primal interaction, GCN layers=false2019.080.84640.9198—
HGCN-JEjoint embeddings=true, initialization=machine-translated entity names, layer-wise highway gates=true2019.090.72030.857—
RDGCN2019.080.70750.8455—
HGCN-JRvariant=Highway GCN framework with joint relation alignment2019.090.70340.8539—
GCN-JRvariant=GCN framework with joint relation alignment2019.090.70220.8438—
HGCN-PEinitialization=machine-translated entity names, layer-wise highway gates=true2019.090.69670.8256—
HGCN-sinitialization=entity name, highway gates=true2019.080.69650.8253—
HGCN-PRvariant=Highway GCN framework with approximated relation representations2019.090.69330.8449—
GCN-PRvariant=GCN framework with approximated relation representations2019.090.66180.8281—
BootEA2019.080.6530.8744—
BootEA2019.080.62940.8475—
BootEA2019.090.62940.8475—
RDmodule=dual-primal interaction, GCN layers=false2019.080.61810.7383—
BootEA-Rvariant=Directly using learned relation embeddings2019.090.55170.7—
GCN-JEjoint embeddings=true, initialization=machine-translated entity names2019.090.54890.813—
GCN-sinitialization=entity name, highway gates=false2019.080.54490.8473—
R-GCN-sinitialization=entity name2019.080.51110.8007—
GCN-sinitialization=entity name, highway gates=false2019.080.50820.7915—
GCN-PEinitialization=machine-translated entity names2019.090.5070.7923—
MuGNNrelation seed alignment=true2019.080.4940.8440.611
MuGNNrelation seed alignment=false2019.080.4790.8330.597
AlignEA2019.080.4720.7920.581
R-GCN-sinitialization=entity name2019.080.46570.7429—
GCN-JE-rjoint embeddings=true, initialization=random2019.090.45920.7291—
BootEA-PRvariant=Approximated relation representations using entity embeddings2019.090.45280.8537—
GCN-Align2019.080.4130.7440.549
GCN2019.080.41250.7438—
GCN2019.090.41250.7438—
JAPE2019.080.4120.7450.49
JAPE2019.080.41180.7446—
JAPE2019.090.41180.7446—
IPTransE2019.080.40590.7347—
IPTransE2019.090.40590.7347—
GCN2019.080.37290.7449—
IPTransE2019.080.3330.6854—
MTransE-PRvariant=Approximated relation representations using entity embeddings2019.090.32810.5764—
JAPE2019.080.32390.6668—
MTransE2019.080.30830.6141—
MTransE2019.090.30830.6141—
MTransE2019.080.3080.6140.364
MTransE2019.080.24410.5555—
JE2019.080.21270.4277—
JE2019.090.21270.4277—
JE2019.080.15380.3884—
MTransE-Rvariant=Directly using learned relation embeddings2019.090.03030.0888—