ResearchBenchmarksLink Prediction on FB15k237 density 1.29 × 10−3 (test)Link Prediction on FB15k237 density 1.29 × 10−3 (test)Follow0.599Hit@10Supervised SOTA0.548040.561270.57450.58773Oct 15, 2025Evaluation resultsMethodMethodLinksHit@10MRRSupervised SOTA2025.100.5990.415MKGL2025.100.5910.41ULTRAPre-trained=truePre-trained=true2025.100.5640.368TRIXPre-trained=truePre-trained=true2025.100.5590.366KRLMPre-trained=truePre-trained=true2025.100.5540.381MOTIFPre-trained=truePre-trained=true2025.100.550.357