ResearchBenchmarksLink Prediction on FB15k237 20 density 3.14 × 10−4 (test)Link Prediction on FB15k237 20 density 3.14 × 10−4 (test)Follow43.6Hit@10ULTRA38.9240.13541.3542.565Oct 15, 2025Evaluation resultsMethodMethodLinksHit@10MRRULTRAPre-trained=truePre-trained=true2025.1043.627.2TRIXPre-trained=truePre-trained=true2025.104326.9KRLMPre-trained=truePre-trained=true2025.1042.426.9MOTIFPre-trained=truePre-trained=true2025.1042.225.9PROLINKBackbone=Llama2-7bBackbone=Llama2-7b2025.1040.426.2Supervised SOTA2025.1039.124.7