A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs

Benchmark Model Rank Results
inductive-link-prediction-on-wikidata5m-siKGT5 (descriptions)#10-shot MRR: 0.470
inductive-link-prediction-on-wikidata5m-siKGT5-context (descriptions)#20-shot MRR: 0.4171-shot MRR: 0.42010-shot MRR: 0.437
inductive-link-prediction-on-wikidata5m-siSimKGC (descriptions)#30-shot MRR: 0.403
inductive-link-prediction-on-wikidata5m-siKGT5 (mentions)#40-shot MRR: 0.31
inductive-link-prediction-on-wikidata5m-siSimKGC (mentions)#50-shot MRR: 0.22
inductive-link-prediction-on-wikidata5m-siComplEx + Bias * FoldIn#60-shot MRR: 0.124
inductive-link-prediction-on-wikidata5m-siHittER#70-shot MRR: 0.0191-shot MRR: 0.10510-shot MRR: 0.221
inductive-link-prediction-on-wikidata5m-siDistMult + ERAvg (descriptions)#81-shot MRR: 0.27810-shot MRR: 0.292
inductive-link-prediction-on-wikidata5m-siKGT5-context (mentions)#91-shot MRR: 0.21710-shot MRR: 0.311
inductive-link-prediction-on-wikidata5m-siDistMult + ERAvg (mentions)#101-shot MRR: 0.18710-shot MRR: 0.28
inductive-link-prediction-on-wikidata5m-siDistMult + ERAvg#111-shot MRR: 0.17110-shot MRR: 0.333
inductive-link-prediction-on-wikidata5m-siComplEx + Bias + Fold in#121-shot MRR: 0.15110-shot MRR: 0.206