Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations

Benchmark Model Rank Results
link-prediction-on-codexComplEx-N3-RP#1MRR: 0.473Hits@1: 0.375Hits@3: 0.514Hits@10: 0.663
link-prediction-on-codex-largeComplEx-N3-RP#1MRR: 0.345Hits@1: 0.277Hits@3: 0.377Hits@10: 0.473
link-prediction-on-codex-mediumComplEx-N3-RP#2MRR: 0.352Hits@1: 0.277Hits@3: 0.386Hits@10: 0.490
link-prediction-on-fb15k-237ComplEx-N3-RP#6Hits@1: 0.298Hits@3: 0.424Hits@10: 0.568MRR: 0.389MR: 163
link-prediction-on-fb15k-237TuckER-RP#23Hits@1: 0.264Hits@3: 0.388Hits@10: 0.535MRR: 0.354
link-prediction-on-fb15k-237CP-N3-RP#53Hits@10: 0.55MRR: 0.366
link-prediction-on-wn18rrComplEx-N3-RP#25Hits@10: 0.578Hits@3: 0.505Hits@1: 0.443MRR: 0.488
link-property-prediction-on-ogbl-biokgComplEx-N3-RP#6Test MRR: 0.8494Validation MRR: 0.8497Number of params: 187750000
link-property-prediction-on-ogbl-wikikg2ComplEx-N3-RP (100dim)#5Test MRR: 0.6481Validation MRR: 0.6701Number of params: 500334800
link-property-prediction-on-ogbl-wikikg2ComplEx-N3-RP (50dim)#6Test MRR: 0.6364Validation MRR: 0.6594Number of params: 250167400