Membership Inference on Real Authors (test)
99.5AUCG-Drift
Evaluation results
| Method | Links | |
|---|---|---|
| G-DriftTarget Model=Gemma-32026.04 | 99.5 | |
| G-DriftTarget Model=Llama-32026.04 | 93.75 | |
| G-DriftTarget Model=GPT-Neo-22026.04 | 93.5 | |
| Min-k%Target Model=GPT-Neo-22026.04 | 88.2 | |
| Min-k%Target Model=Gemma-32026.04 | 86.54 | |
| Min-k%Target Model=Llama-32026.04 | 83.28 | |
| Neighbour-MIATarget Model=GPT-Neo-22026.04 | 65.42 | |
| Neighbour-MIATarget Model=Gemma-32026.04 | 64.9 | |
| Neighbour-MIATarget Model=Llama-32026.04 | 61.44 | |
| Perplexity-PLTarget Model=GPT-Neo-22026.04 | 61.2 | |
| Perplexity-PLTarget Model=Gemma-32026.04 | 58.2 | |
| PETALTarget Model=Gemma-32026.04 | 58 | |
| PETALTarget Model=GPT-Neo-22026.04 | 58 | |
| PETALTarget Model=Llama-32026.04 | 56 | |
| Perplexity-PLTarget Model=Llama-32026.04 | 54.3 | |
| ZlibTarget Model=Gemma-32026.04 | 54.1 | |
| ZlibTarget Model=Llama-32026.04 | 52 | |
| ZlibTarget Model=GPT-Neo-22026.04 | 51.82 | |
| SPV-MIATarget Model=Gemma-32026.04 | 48.44 | |
| SPV-MIATarget Model=GPT-Neo-22026.04 | 44.82 | |
| SPV-MIATarget Model=Llama-32026.04 | 44.01 |