ResearchBenchmarksKnowledge Unlearning on MQUAKE Few-shotKnowledge Unlearning on MQUAKE Few-shotFollow29.16EfficiencyBase0.43527.892615.3522.8074May 16, 2026Evaluation resultsMethodMethodLinksEfficiencyPerplexityBaseModel=Qwen-3Model=Qwen-32026.0529.1611.21ROMEModel=Qwen-3Model=Qwen-32026.0528.9211.28MEMITModel=Qwen-3Model=Qwen-32026.0525.5511.27FTModel=Qwen-3Model=Qwen-32026.0524.9111.55AlphaEditModel=Qwen-3Model=Qwen-32026.0524.6211.29ZeroUnlearnModel=Qwen-3Model=Qwen-32026.0522.9811.29GAModel=Qwen-3Model=Qwen-32026.051.54455.19