ResearchBenchmarksKnowledge Editing on MQUAKE (hop-based metrics)Knowledge Editing on MQUAKE (hop-based metrics)Follow0.7589Average AccuracyCOIN0.2735320.3995410.525550.651559Feb 22, 2026Evaluation resultsMethodMethodLinksAverage AccuracyAccuracy (2-hops)Accuracy (3-hops)Accuracy (4-hops)COIN2026.020.75890.80.76970.6781FT2026.020.71660.7630.69780.6735ROME2026.020.42010.42410.46480.3443AlphaEdit2026.020.40210.36040.48060.3448UnKE2026.020.34010.28750.41580.3041MEMIT2026.020.3380.27140.42020.3137AnyEdit2026.020.32580.24380.41870.3086Llama32026.020.29220.20290.38170.2917