Membership Inference on SteamMIA (test)
77.94AccuracySmall Ref
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Small RefBackbone=LLaMA-3.1-8B-Instruct2026.06 | 77.94 | 73.04 | |
| MC-PDDBackbone=LLaMA-3.1-8B-Instruct2026.06 | 72.23 | 75.95 | |
| PPLBackbone=LLaMA-3.1-8B-Instruct2026.06 | 71.13 | 77.07 | |
| LowercaseBackbone=LLaMA-3.1-8B-Instruct2026.06 | 70.38 | 76.02 | |
| DC-PDDBackbone=LLaMA-3.1-8B-Instruct2026.06 | 68.77 | 73.26 | |
| Min-K% ProbBackbone=LLaMA-3.1-8B-Instruct2026.06 | 67.82 | 73.38 | |
| ZlibBackbone=LLaMA-3.1-8B-Instruct2026.06 | 63.6 | 66.44 | |
| Min-K%++ ProbBackbone=LLaMA-3.1-8B-Instruct2026.06 | 56.83 | 57.21 |