Membership Inference on World Facts (test)
99.83AUCG-Drift
Evaluation results
| Method | Links | |
|---|---|---|
| G-DriftTarget Model=GPT-Neo-22026.04 | 99.83 | |
| G-DriftTarget Model=Llama-32026.04 | 93.92 | |
| Min-k%Target Model=Gemma-32026.04 | 89.98 | |
| G-DriftTarget Model=Gemma-32026.04 | 89.97 | |
| Min-k%Target Model=Llama-32026.04 | 82.44 | |
| Min-k%Target Model=GPT-Neo-22026.04 | 82.44 | |
| Neighbour-MIATarget Model=GPT-Neo-22026.04 | 65.18 | |
| Perplexity-PLTarget Model=GPT-Neo-22026.04 | 62.2 | |
| Perplexity-PLTarget Model=Llama-32026.04 | 61.22 | |
| Neighbour-MIATarget Model=Llama-32026.04 | 60.4 | |
| Perplexity-PLTarget Model=Gemma-32026.04 | 59 | |
| PETALTarget Model=Gemma-32026.04 | 58.8 | |
| Neighbour-MIATarget Model=Gemma-32026.04 | 58.02 | |
| PETALTarget Model=GPT-Neo-22026.04 | 58 | |
| PETALTarget Model=Llama-32026.04 | 57 | |
| ZlibTarget Model=GPT-Neo-22026.04 | 56.1 | |
| ZlibTarget Model=Llama-32026.04 | 51.2 | |
| ZlibTarget Model=Gemma-32026.04 | 49 | |
| SPV-MIATarget Model=Gemma-32026.04 | 45.22 | |
| SPV-MIATarget Model=GPT-Neo-22026.04 | 41.42 | |
| SPV-MIATarget Model=Llama-32026.04 | 40.22 |