ResearchBenchmarksModel Editing on LiFS subtask1Model Editing on LiFS subtask1Follow5.68Delta Accuracy (pp)X-Edit4.57412.039519.50526.9705May 24, 2026Evaluation resultsMethodMethodLinksDelta Accuracy (pp)Fix RatioDPE (Drop/Fix)Edit Time (Sec/Sample)X-Edit2026.055.681000.520.92ReTrainrequire access to orig...require access to original pre-training data=true2026.0511.3590.911.141.34FineTune2026.0529.791002.710.45FineTune+L22026.0529.791002.710.64EWC2026.0531.211002.840.74LWE2026.0533.3354.555.562.29