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Link Prediction on Kinship (test)

67.18MRRGRiD
-2.5738415.5353333.644551.75367Jul 5, 2017Dec 28, 2018Jun 22, 2020Dec 16, 2021Jun 10, 2023Dec 3, 2024May 29, 2026

Evaluation results

MethodLinks
GRiDParadigm=Rule-based2026.0567.18—92.46—54.36
RotatEParadigm=Embedding2026.0566.21—94.13—50.24
AnyBURLParadigm=Rule-based2026.0565.93—91.45—52.38
SpeedEParadigm=Embedding2026.0565.32—89.55—53.35
RNNLogicParadigm=Rule-based2026.0564.78—92.26—49.7
NCRLParadigm=Rule-based2026.0564.32—92.56—49.39
AMIEParadigm=Rule-based2026.0562.99—90.06—48.83
RLogicParadigm=Rule-based2026.0557.7—87.08—43.6
NBFNetParadigm=GNN-based2026.0549.54—81.07—34.43
A*NetParadigm=GNN-based2026.0544.36—77.36—30.42
ComplExParadigm=Embedding2026.0542.12—82.11—23.56
CompGCNParadigm=GNN-based2026.0540.3—75.83—26.94
DistMultParadigm=Embedding2026.0535.23—74.23—19.22
DRUMParadigm=Rule-based2026.0533.02—67.76—18.11
ChatRuleParadigm=Rule-based2026.0532.52—68.74—17.51
TransEParadigm=Embedding2026.0531.23—83.22—0.93
Neural-LPParadigm=Rule-based2026.0530.17—59.34—16.6
Link Prediction ModelEntity Prediction=false, Relation Prediction=true2021.100.92—999786.7
Link Prediction ModelEntity Prediction=true, Relation Prediction=true2021.100.916—98.896.486.6
generalized graph attention model2019.060.9041.949894.185.9
Link Prediction ModelEntity Prediction=true, Relation Prediction=false2021.100.897—98.795.583.5
ConvE2019.060.8332.0398.1491.773.8
ConvE2017.070.832989274
ComplEx2019.060.8232.4897.1189.973.3
ConvKB2019.060.6143.395.375.543.62
DistMult2019.060.5165.2686.758.136.7
TransE2019.060.3096.884.164.30.9
R-GCN2019.060.10925.9223.98.83