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ResearchFormerly WizWand

Sequential Model Editing on CounterFact T = 300

99.3EfficacyMEMIT
-3.6623.0749.876.53May 10, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MEMITBackbone=LLaMA3-8B-Instruct2026.0599.36121.5
AlphaEditBackbone=GPT-J-6B2026.0598.973.513.7
PMETBackbone=Qwen3-4B-Instruct2026.0598.872.412.6
EMMETBackbone=GPT-J-6B2026.0598.87313.5
BetaEditBackbone=GPT-J-6B2026.0598.87413.9
PMETBackbone=LLaMA3-8B-Instruct2026.0598.86321.6
EMMETBackbone=Qwen3-4B-Instruct2026.0598.57411.7
AlphaEditBackbone=Qwen3-4B-Instruct2026.0598.574.112.8
PMETBackbone=GPT-J-6B2026.0598.572.513.5
EMMETBackbone=LLaMA3-8B-Instruct2026.0598.569.420.2
BetaEditBackbone=Qwen3-4B-Instruct2026.059873.513
MEMITBackbone=GPT-J-6B2026.0597.87113.8
AlphaEditBackbone=LLaMA3-8B-Instruct2026.0597.371.519.4
MEMITBackbone=Qwen3-4B-Instruct2026.059770.813.2
BetaEditBackbone=LLaMA3-8B-Instruct2026.0596.870.419
SimIEBackbone=GPT-J-6B2026.0596.472.112.8
SimIEBackbone=LLaMA3-8B-Instruct2026.05966820.7
SimIEBackbone=Qwen3-4B-Instruct2026.059571.311.8
AdaEditBackbone=LLaMA3-8B-Instruct2026.05906318.5
AdaEditBackbone=GPT-J-6B2026.05895810
AdaEditBackbone=Qwen3-4B-Instruct2026.0588.459.58.1
PRUNEBackbone=LLaMA3-8B-Instruct2026.05886017.5
PRUNEBackbone=GPT-J-6B2026.05875410.6
PRUNEBackbone=Qwen3-4B-Instruct2026.058555.58.3
RECTBackbone=LLaMA3-8B-Instruct2026.05845817
RECTBackbone=GPT-J-6B2026.0582529.5
RECTBackbone=Qwen3-4B-Instruct2026.0580.453.88.7
RLEditBackbone=GPT-J-6B2026.0580365.5
RLEditBackbone=LLaMA3-8B-Instruct2026.05803814.7
RLEditBackbone=Qwen3-4B-Instruct2026.0576.534.47
FTBackbone=LLaMA3-8B-Instruct2026.05485.98.7
FTBackbone=GPT-J-6B2026.054554
FTBackbone=Qwen3-4B-Instruct2026.0543.64.13.2
Pre-editedBackbone=GPT-J-6B2026.050.50.515.2
Pre-editedBackbone=LLaMA3-8B-Instruct2026.050.40.222.3
Pre-editedBackbone=Qwen3-4B-Instruct2026.050.30.215