KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation

Benchmark Model Rank Results
link-prediction-on-wikidata5mSimplE#8MRR: 0.296Hits@10: 0.377Hits@1: 0.252Hits@3: 0.317
link-prediction-on-wikidata5mRotatE#9MRR: 0.29Hits@10: 0.39Hits@1: 0.234Hits@3: 0.322
link-prediction-on-wikidata5mComplEx#10MRR: 0.281Hits@10: 0.373Hits@1: 0.228Hits@3: 0.310
link-prediction-on-wikidata5mTransE#11MRR: 0.253Hits@10: 0.392Hits@1: 0.17Hits@3: 0.311
link-prediction-on-wikidata5mDistMult#12MRR: 0.253Hits@10: 0.334Hits@1: 0.208Hits@3: 0.278
link-prediction-on-wikidata5mKEPLER-Wiki-rel#13MRR: 0.210Hits@10: 0.277Hits@1: 0.173Hits@3: 0.224
relation-classification-on-tacred-1KEPLER#11F1: 71.7
relation-extraction-on-tacredKEPLER#12F1: 71.7