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ResearchFormerly WizWand

Lifelong Model Editing on FEVER

98.38EfficacySTABLEEDIT
-3.935222.627449.1975.7526May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
STABLEEDITBackbone=Mistral-7B-v0.32026.0598.3896.5583.89
STABLEEDITBackbone=GPT-J-6B2026.0598.3596.9979.85
STABLEEDITBackbone=Llama-3-8B-Instruct2026.0597.8994.4769.24
ULTRAEDITBackbone=Mistral-7B-v0.32026.0597.8796.0984.29
ULTRAEDITBackbone=GPT-J-6B2026.0597.4596.3779.72
RLEDITBackbone=GPT-J-6B2026.0597.2996.0179.86
ULTRAEDITBackbone=Llama-3-8B-Instruct2026.0595.3991.9367.14
MALMENBackbone=Llama-3-8B-Instruct2026.0595.0392.4469.2
RLEDITBackbone=Mistral-7B-v0.32026.0592.3591.3971.85
RLEDITBackbone=Llama-3-8B-Instruct2026.0591.3889.9341.98
MENDBackbone=GPT-J-6B2026.0552.851.4445.42
MENDBackbone=Llama-3-8B-Instruct2026.0536.1936.1924.31
FTBackbone=Mistral-7B-v0.32026.0523.823.3716.3
MALMENBackbone=Mistral-7B-v0.32026.0518.4217.4312.09
FTBackbone=Llama-3-8B-Instruct2026.0516.2113.085.01
FTBackbone=GPT-J-6B2026.0514.0213.989.26
Pre-editedBackbone=GPT-J-6B2026.059.619.6815.9
ALPHAEDITBackbone=Llama-3-8B-Instruct2026.056.396.142.72
MEMITBackbone=GPT-J-6B2026.055.545.035.46
ALPHAEDITBackbone=GPT-J-6B2026.051.891.871.85
MALMENBackbone=GPT-J-6B2026.051.331.252.92
Pre-editedBackbone=Mistral-7B-v0.32026.050.410.51.98
Pre-editedBackbone=Llama-3-8B-Instruct2026.050.020.020.26
MEMITBackbone=Llama-3-8B-Instruct2026.050.020.020.02
MEMITBackbone=Mistral-7B-v0.32026.05000
ALPHAEDITBackbone=Mistral-7B-v0.32026.05000
MENDBackbone=Mistral-7B-v0.32026.05000