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ResearchFormerly WizWand

Privacy Editing on TDE URL

0LeakagePME
-0.241.3834.62Jun 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PMEModel=GPT Neo 1.3B, Attack Variant=zero shot d2025.060——100
PMEModel=GPT Neo 2.7B, Attack Variant=zero shot c2025.060——100
PMEModel=GPT Neo 2.7B, Attack Variant=zero shot d2025.060——100
PMEModel=GPT-J 6B, Attack Variant=zero shot a2025.060——100
PMEModel=GPT-J 6B, Attack Variant=zero shot b2025.060——100
DeMemModel=GPT-J 6B, Attack Variant=zero shot b2025.060——100
PMEModel=GPT-J 6B, Attack Variant=zero shot c2025.060——100
DeMemModel=GPT-J 6B, Attack Variant=zero shot c2025.060——100
PMEModel=GPT-J 6B, Attack Variant=zero shot d2025.060——100
MEMITModel=GPT-J 6B, Attack Variant=zero shot d2025.060——100
DeMemModel=GPT-J 6B, Attack Variant=zero shot d2025.060——100
PMEModel=GPT Neo 1.3B, Attack Variant=zero shot c2025.061——50
MEMITModel=GPT Neo 1.3B, Attack Variant=zero shot c2025.061——50
DeMemModel=GPT Neo 1.3B, Attack Variant=zero shot c2025.061——50
MEMITModel=GPT Neo 1.3B, Attack Variant=zero shot d2025.061——66.67
Pre EditModel=GPT Neo 2.7B, Attack Variant=zero shot c2025.0611,10410—
MEMITModel=GPT Neo 2.7B, Attack Variant=zero shot c2025.061——0
GRACEModel=GPT Neo 2.7B, Attack Variant=zero shot c2025.061——0
DeMemModel=GPT Neo 2.7B, Attack Variant=zero shot c2025.061——0
MEMITModel=GPT-J 6B, Attack Variant=zero shot a2025.061——50
DeMemModel=GPT-J 6B, Attack Variant=zero shot a2025.061——50
Pre EditModel=GPT-J 6B, Attack Variant=zero shot b2025.0612,9380—
GRACEModel=GPT-J 6B, Attack Variant=zero shot b2025.061——0
MEMITModel=GPT-J 6B, Attack Variant=zero shot c2025.061——80
PMEModel=GPT Neo 1.3B, Attack Variant=zero shot a2025.062——60
Pre EditModel=GPT Neo 1.3B, Attack Variant=zero shot c2025.0621,80310—
GRACEModel=GPT Neo 1.3B, Attack Variant=zero shot c2025.062——0
DeMemModel=GPT Neo 1.3B, Attack Variant=zero shot d2025.062——33.33
PMEModel=GPT Neo 2.7B, Attack Variant=zero shot a2025.062——33.33
DeMemModel=GPT Neo 2.7B, Attack Variant=zero shot a2025.062——33.33
Pre EditModel=GPT-J 6B, Attack Variant=zero shot a2025.0623,34610—
GRACEModel=GPT-J 6B, Attack Variant=zero shot a2025.062——0
MEMITModel=GPT-J 6B, Attack Variant=zero shot b2025.062——100
MEMITModel=GPT Neo 1.3B, Attack Variant=zero shot a2025.063——40
Pre EditModel=GPT Neo 1.3B, Attack Variant=zero shot d2025.06345670—
GRACEModel=GPT Neo 1.3B, Attack Variant=zero shot d2025.063——0
Pre EditModel=GPT Neo 2.7B, Attack Variant=zero shot a2025.0633,80610—
GRACEModel=GPT Neo 2.7B, Attack Variant=zero shot a2025.063——0
MEMITModel=GPT Neo 2.7B, Attack Variant=zero shot d2025.063——25
DeMemModel=GPT Neo 2.7B, Attack Variant=zero shot d2025.063——25
Pre EditModel=GPT Neo 2.7B, Attack Variant=zero shot d2025.06449580—
GRACEModel=GPT Neo 2.7B, Attack Variant=zero shot d2025.064——0
Pre EditModel=GPT Neo 1.3B, Attack Variant=zero shot a2025.0653,78310—
GRACEModel=GPT Neo 1.3B, Attack Variant=zero shot a2025.065——0
Pre EditModel=GPT-J 6B, Attack Variant=zero shot c2025.0651,88530—
GRACEModel=GPT-J 6B, Attack Variant=zero shot c2025.065——0
Pre EditModel=GPT-J 6B, Attack Variant=zero shot d2025.065478100—
GRACEModel=GPT-J 6B, Attack Variant=zero shot d2025.065——0
DeMemModel=GPT Neo 1.3B, Attack Variant=zero shot a2025.066——20
MEMITModel=GPT Neo 2.7B, Attack Variant=zero shot a2025.066——100