Membership Inference Attack on PubMed (test)
63.1AUC (PPL)AUG-PE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AUG-PEModel=GPT-4o-mini2026.04 | 63.1 | 32.6 | 64.7 | |
| AUG-PEModel=GPT-3.52026.04 | 60.1 | 36.2 | 61.5 | |
| AUG-PEModel=Phi-42026.04 | 54.1 | 36.3 | 56 | |
| RPSGModel=DeepSeek-R12026.04 | 53.3 | 44.2 | 55.3 | |
| AUG-PEModel=DeepSeek-R12026.04 | 51.9 | 55.8 | 45.6 | |
| RPSGModel=GPT-3.52026.04 | 50 | 42.7 | 57.7 | |
| RPSGModel=Phi-42026.04 | 45 | 51.2 | 50.5 | |
| RPSGModel=GPT-4o-mini2026.04 | 42 | 51.8 | 52.6 |