Embedding Entities and Relations for Learning and Inference in Knowledge Bases

Benchmark Model Rank Results
link-prediction-on-fb15k-237DistMult#65Hits@10: 0.419MRR: 0.241
link-prediction-on-umlsDistMult#10Hits@10: 0.846MR: 5.52
link-prediction-on-wn18DistMult#25Hits@10: 0.936Hits@3: 0.914Hits@1: 0.728MRR: 0.822MR: 902
link-prediction-on-wn18rrDisMult#65Hits@1: 0.39MRR: 0.43
link-property-prediction-on-ogbl-biokgDistMult#11Test MRR: 0.8043 ± 0.0003Ext. data: NoValidation MRR: 0.8055 ± 0.0003
link-property-prediction-on-ogbl-wikikg2DistMult (500dim)#16Test MRR: 0.3729 ± 0.0045Ext. data: NoValidation MRR: 0.3506 ± 0.0042
link-property-prediction-on-ogbl-wikikg2DistMult (100dim)#17Test MRR: 0.3447 ± 0.0082Ext. data: NoValidation MRR: 0.3150 ± 0.0088