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Membership Detection on PubMed
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0.06
M Metric
LLM-DI
-0.0024
0.0138
0.03
0.0462
Dec 18, 2025
M Metric
NM Metric
NM/M Ratio
Updated 4d ago
Evaluation Results
Method
Method
Links
M Metric
NM Metric
NM/M Ratio
LLM-DI
Target Model=Pythia 410m
2025.12
0.06
0.48
7.67
Maximum
Target Model=Pythia 410m
2025.12
0.03
1
3.33
STAMP
Target Model=Pythia 410m
2025.12
0.01
0.48
48
Random
Target Model=Pythia 410m
2025.12
0
0.0008
8,000
SPECTRA
Target Model=Pythia 410m
2025.12
0
0.02
2,000,000,000,000,000
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