ResearchBenchmarksMembership Detection on PubMedMembership Detection on PubMedFollow0.06M MetricLLM-DI-0.00240.01380.030.0462Dec 18, 2025Evaluation resultsMethodMethodLinksM MetricNM MetricNM/M RatioLLM-DITarget Model=Pythia 410mTarget Model=Pythia 410m2025.120.060.487.67MaximumTarget Model=Pythia 410mTarget Model=Pythia 410m2025.120.0313.33STAMPTarget Model=Pythia 410mTarget Model=Pythia 410m2025.120.010.4848RandomTarget Model=Pythia 410mTarget Model=Pythia 410m2025.1200.00088,000SPECTRATarget Model=Pythia 410mTarget Model=Pythia 410m2025.1200.022,000,000,000,000,000