ResearchBenchmarksKnowledge Editing on MQuAKE-3K (Hop-based Evaluation)Knowledge Editing on MQuAKE-3K (Hop-based Evaluation)Follow59.253M-hop Success RateMCircKE7.7896421.1503234.51147.87168Apr 7, 2026Evaluation resultsMethodMethodLinksM-hop Success Rate2-hop Success Rate3-hop Success Rate4-hop Success RateS-hop Success RateMCircKEModel=GPT-JModel=GPT-J2026.0459.25364.6149.4166.2685.219CaKEModel=GPT-JModel=GPT-J2026.0456.31861.8446.7762.5985.277ROMEModel=GPT-JModel=GPT-J2026.0423.2332.8917.5517.0652.497LoRAModel=GPT-JModel=GPT-J2026.049.76912.616.7210.1147.579