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Entity Classification on BGS (test)

87.24AccuracyRDF2Vec
71.816875.820979.82583.8291Mar 17, 2017Dec 3, 2017Aug 21, 2018May 9, 2019Jan 25, 2020Oct 12, 2020Jul 1, 2021

Evaluation results

MethodLinks
RDF2Vecdescription=Skipgram-based entity embeddings2017.0387.24
WLdescription=Weisfeiler-Lehman kernels2017.0386.2
AutoBLM+2021.0786.17
AutoBLM2021.0784.83
CompGCN2021.0784.14
R-GCNlayers=2, hidden units=16, decomposition=basis function, optimizer=Adam, epochs=50, learning rate=0.012017.0383.1
R-GCN2021.0782.97
GCN2021.0773.79
Featdescription=hand-designed feature extractor (in- and out-degree per relation)2017.0372.41