RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space

Benchmark Model Rank Results
link-prediction-on-fb122RotatE#2HITS@3: 70.8Hits@5: 73.57Hits@10: 77.0MRR: 67.8
link-prediction-on-fb15kpRotatE#6MRR: 0.799Hits@1: 0.750Hits@3: 0.829Hits@10: 0.884MR: 43
link-prediction-on-fb15kRotatE#7MRR: 0.797Hits@1: 0.746Hits@3: 0.830Hits@10: 0.884MR: 40
link-prediction-on-fb15k-237RotatE#39Hits@1: 0.241Hits@3: 0.375Hits@10: 0.533MRR: 0.338MR: 177
link-prediction-on-fb15k-237pRotatE#42Hits@1: 0.23Hits@3: 0.365Hits@10: 0.524MRR: 0.328MR: 178
link-prediction-on-wn18RotatE#7Hits@10: 0.959Hits@3: 0.952Hits@1: 0.944MRR: 0.949MR: 309
link-prediction-on-wn18pRotatE#12Hits@10: 0.957Hits@3: 0.950Hits@1: 0.942MRR: 0.947MR: 254
link-prediction-on-wn18rrRotatE#31Hits@10: 0.571Hits@3: 0.492Hits@1: 0.428MRR: 0.476MR: 3340
link-prediction-on-wn18rrpRotatE#43Hits@10: 0.552Hits@3: 0.479Hits@1: 0.417MRR: 0.462MR: 2923
link-property-prediction-on-ogbl-biokgRotatE#12Test MRR: 0.7989 ± 0.0004Ext. data: NoValidation MRR: 0.7997 ± 0.0002
link-property-prediction-on-ogbl-wikikg2RotatE (250dim)#12Test MRR: 0.4332 ± 0.0025Ext. data: NoValidation MRR: 0.4353 ± 0.0028
link-property-prediction-on-ogbl-wikikg2RotatE (50dim)#18Test MRR: 0.2530 ± 0.0034Ext. data: NoValidation MRR: 0.2250 ± 0.0035