Membership Detection on HN
49M MetricLLM-DI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LLM-DITarget Model=Pythia 410m2025.12 | 49 | 35 | 71 | |
| STAMPTarget Model=Pythia 410m2025.12 | 0.07 | 15 | 21,400 | |
| MaximumTarget Model=Pythia 410m2025.12 | 0.0003 | 100 | 30,000,000 | |
| RandomTarget Model=Pythia 410m2025.12 | 0 | 10 | 3,000,000,000,000,000,000,000,000,000 | |
| SPECTRATarget Model=Pythia 410m2025.12 | 0 | 59 | 20,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000 |