ResearchBenchmarksLink Prediction on FB15k237 10 density 2.11 × 10−4 (test)Follow40.9Hit@10KRLM33.41235.35637.339.244Oct 15, 2025Evaluation ResultsMethodMethodLinksHit@10MRRKRLMPre-trained=truePre-trained=true2025.1040.924.3ULTRAPre-trained=truePre-trained=true2025.1039.824.8TRIXPre-trained=truePre-trained=true2025.1039.324.6MOTIFPre-trained=truePre-trained=true2025.1038.423.6PROLINKBackbone=Llama2-7bBackbone=Llama2-7b2025.1038.323.8Supervised SOTA2025.1033.721.9