Membership Inference Attack on Delicious
66.36AccuracyMIA4LLMRS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MIA4LLMRSTarget Model=T5-base2025.09 | 66.36 | 86.63 | 72.71 | 68.2 | |
| ShadowTarget Model=T5-base2025.09 | 51.35 | 51.96 | 51.64 | 51.79 | |
| PPLTarget Model=T5-base2025.09 | 49.54 | 71.57 | 12.64 | 50.25 | |
| min-k%Target Model=T5-base2025.09 | 48.05 | 52.03 | 12.26 | 50.3 | |
| ZlibTarget Model=T5-base2025.09 | 44.64 | 55.49 | 12.27 | 49.33 | |
| min-k%++Target Model=T5-base2025.09 | 39.64 | 6.72 | 10.02 | 62.73 |