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ResearchFormerly WizWand

Link Prediction on DBLP (test)

84.2AUCWhole
63.29668.72374.1579.577Oct 13, 2023
Updated 8mo ago

Evaluation results

MethodLinks
WholeFull Dataset=true2023.1084.2———
SGDDRatio (r)=0.25%2023.1082.1———
SGDDRatio (r)=0.50%2023.1082.1———
SGDDRatio (r)=0.05%2023.1081.3———
GcondRatio (r)=0.50%2023.1079.9———
GDCRatio (r)=0.05%2023.1078.9———
GcondRatio (r)=0.25%2023.1078.6———
CoarseningRatio (r)=0.05%2023.1077.8———
GDCRatio (r)=0.50%2023.1077.6———
GDCRatio (r)=0.25%2023.1077.5———
GcondRatio (r)=0.05%2023.1077.2———
CoarseningRatio (r)=0.25%2023.1076.9———
CoarseningRatio (r)=0.50%2023.1076.8———
K-CenterRatio (r)=0.50%2023.1075.2———
K-CenterRatio (r)=0.25%2023.1074.9———
HerdingRatio (r)=0.50%2023.1074.3———
K-CenterRatio (r)=0.05%2023.1072.4———
HerdingRatio (r)=0.25%2023.1071.2———
RandomRatio (r)=0.50%2023.1068.7———
RandomRatio (r)=0.25%2023.1068.3———
HerdingRatio (r)=0.05%2023.1065.8———
RandomRatio (r)=0.05%2023.1064.1———
GraphFormersTraining=Two-stage progressive learning, Symmetry=Unidirectional-simplified2021.05—0.72670.85650.8133
IFTNType=Simplified text encoder baseline2021.05—0.36910.57980.4773
PLMText Encoder=UniLM-base, Input=Center node textual feature2021.05—0.56730.74840.6777
PLM+AttText Encoder=UniLM-base, Aggregator=Pooling-and-Concat (Attention)2021.05—0.6910.83660.7875
PLM+GATText Encoder=UniLM-base, Aggregator=GAT2021.05—0.66330.82040.7667
PLM+MaxText Encoder=UniLM-base, Aggregator=Pooling-and-Concat (Max)2021.05—0.69340.83860.79
PLM+MeanText Encoder=UniLM-base, Aggregator=Pooling-and-Concat (Mean)2021.05—0.68960.83590.7866
TNVEType=Simplified text encoder baseline2021.05—0.29780.52950.4163