ResearchBenchmarksKnowledge Editing on CounterFact GPT2-XLFollow100AccuracyROME80.2485.3790.595.63Mar 21, 2026Evaluation ResultsMethodMethodLinksAccuracyGeneralitySpecificityDisentanglement Index (DI)Disentanglement Index (DII)Average Score (Avg)ROMELyrs=17Lyrs=172026.03100808636762IKE2026.039970176139SAKELyrs=47Lyrs=472026.03998583999993MEGALyrs=15–40, PCA=512Lyrs=15–40, PCA=5122026.0399938710010096FTLyrs=0Lyrs=02026.039798017341MEMITLyrs=13–17Lyrs=13–172026.0381459925351