BookMIA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Pre-training data detection | BookMIA (test) | AUROC0.99 | 30 | |
| Membership Inference Attack | BookMIA Paraphrased v1 (test) | AUROC74.5 | 7 | |
| Membership Inference Attack | BookMIA Original v1 (test) | AUROC78.4 | 7 | |
| Membership Inference | BookMIA (full) | AUC0.967 | 6 | |
| Membership Inference | BookMIA question-answering prompts | CRM-LR AUC0.98 | 3 | |
| Membership Inference | BookMIA CoT continuation prompts | CRM-LR AUC0.967 | 3 | |
| Membership Inference | BookMIA | Coverage91 | 3 |
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