Membership Inference Attack on WikiText-103 (test) benchmark leaderboard · SOTA2 Research

Membership Inference Attack on WikiText-103 (test)

0.782AUCSAMA

Evaluation Results

Method	Links
SAMA2026.01		0.782	0.415	0.108	0.018
Ratio2026.01		0.584	0.178	0.028	0.003
Lowercase2026.01		0.536	0.136	0.017	0.002
SecMI2026.01		0.528	0.13	0.015	0.001
ZLIB2026.01		0.525	0.128	0.015	0.002
PIA2026.01		0.524	0.127	0.014	0.001
Min-K%2026.01		0.522	0.125	0.016	0.001
ReCall2026.01		0.521	0.124	0.014	0.001
Min-K%++2026.01		0.519	0.123	0.014	0.001
Loss2026.01		0.518	0.122	0.014	0.001
CON-Recall2026.01		0.517	0.121	0.013	0.001
Neighbor2026.01		0.508	0.113	0.011	0.001
BoWs2026.01		0.501	0.105	0.01	0