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Membership Inference Attack on Wikipedia en

0.79AUCSAMA
0.458240.544370.63050.71663Jan 27, 2026

Evaluation results

MethodLinks
SAMA2026.010.790.4330.1360.008
SAMAModel=Dream-v0-Base-7B2026.010.7640.4260.1120.016
Ratio2026.010.6530.1840.0110
Lowercase2026.010.5350.1070.0130.001
NeighborModel=Dream-v0-Base-7B2026.010.5270.1180.0180.002
RatioModel=Dream-v0-Base-7B2026.010.5230.1210.0140.001
SecMI2026.010.5220.1010.0150.009
PIA2026.010.5220.120.0110.001
ZLIBModel=Dream-v0-Base-7B2026.010.5190.1240.0170.002
SecMIModel=Dream-v0-Base-7B2026.010.5140.1090.0110.001
LowercaseModel=Dream-v0-Base-7B2026.010.5090.0990.010.001
PIAModel=Dream-v0-Base-7B2026.010.5070.1030.0090
ReCall2026.010.5060.1030.010
ReCallModel=Dream-v0-Base-7B2026.010.5040.1010.0090
Neighbor2026.010.5040.1010.0090.001
Min-K%++Model=Dream-v0-Base-7B2026.010.5010.1070.0070
CON-Recall2026.010.4980.0920.0080
Loss2026.010.4950.0870.010.003
ZLIB2026.010.4950.0930.0080
LossModel=Dream-v0-Base-7B2026.010.4930.0890.0090.001
CON-RecallModel=Dream-v0-Base-7B2026.010.4930.0920.0080
Min-K%++2026.010.4880.1180.0040
Min-K%Model=Dream-v0-Base-7B2026.010.4830.0770.0080
Min-K%2026.010.4820.070.0080
BoWsModel=Dream-v0-Base-7B2026.010.4710.0840.0030.001
BoWs2026.010.4710.0840.0030.001