# Pre-training data detection on BookMIA (test) Source: [Pre-training data detection on BookMIA (test)]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:02:26.132Z Evaluation of a model's ability to detect whether specific data from the BookMIA test set was used during pre-training, typically measured using AUROC and TPR@5%FPR. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Pre-training data detection | | Dataset (including any stated split) | BookMIA (test) | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUROC](): Higher is better; unit: SCALAR. - [TPR@5%FPR](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | GDS | 0.99 | Not recorded | 69aa5f6c2d603e6de3e41799 | | GDS | 0.99 | Not recorded | 69aa5f6c2d603e6de3e41799 | | GDS | 0.99 | Not recorded | 69aa5f6c2d603e6de3e41799 | | GDS | 0.99 | Not recorded | 69aa5f6c2d603e6de3e41799 | | GDS | 0.99 | Not recorded | 69aa5f6c2d603e6de3e41799 | | FSD | 0.98 | Not recorded | 69aa5f6c2d603e6de3e41799 | | FSD | 0.98 | Not recorded | 69aa5f6c2d603e6de3e41799 | | FSD | 0.98 | Not recorded | 69aa5f6c2d603e6de3e41799 | | FSD | 0.98 | Not recorded | 69aa5f6c2d603e6de3e41799 | | FSD | 0.97 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k++ | 0.64 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k | 0.62 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k | 0.6 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k | 0.6 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k++ | 0.6 | Not recorded | 69aa5f6c2d603e6de3e41799 | | PPL | 0.59 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k++ | 0.58 | Not recorded | 69aa5f6c2d603e6de3e41799 | | PPL | 0.56 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k++ | 0.54 | Not recorded | 69aa5f6c2d603e6de3e41799 | | ZLib | 0.49 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k++ | 0.49 | Not recorded | 69aa5f6c2d603e6de3e41799 | | ZLib | 0.48 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k | 0.45 | Not recorded | 69aa5f6c2d603e6de3e41799 | | Min-k | 0.4 | Not recorded | 69aa5f6c2d603e6de3e41799 | | ZLib | 0.38 | Not recorded | 69aa5f6c2d603e6de3e41799 | | PPL | 0.29 | Not recorded | 69aa5f6c2d603e6de3e41799 | | PPL | 0.23 | Not recorded | 69aa5f6c2d603e6de3e41799 | | PPL | 0.22 | Not recorded | 69aa5f6c2d603e6de3e41799 | | ZLib | 0.2 | Not recorded | 69aa5f6c2d603e6de3e41799 | | ZLib | 0.15 | Not recorded | 69aa5f6c2d603e6de3e41799 | ### GDS AUROC: 0.99. Result ID: 69aa8a0f6dbb7075b95420da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Neo-2.7B"}. This record does not assert independent reproduction. ### GDS AUROC: 0.99. Result ID: 69aa8a0f6dbb7075b95420db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"GPT-J-6b"}. This record does not assert independent reproduction. ### GDS AUROC: 0.99. Result ID: 69aa8a0f6dbb7075b95420dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"OPT-6.7b"}. This record does not assert independent reproduction. ### GDS AUROC: 0.99. Result ID: 69aa8a0f6dbb7075b95420dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Pythia-6.9b"}. This record does not assert independent reproduction. ### GDS AUROC: 0.99. Result ID: 69aa8a0f6dbb7075b95420de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaMA-7B"}. This record does not assert independent reproduction. ### FSD AUROC: 0.98. Result ID: 69aa8a0f6dbb7075b95420d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Neo-2.7B"}. This record does not assert independent reproduction. ### FSD AUROC: 0.98. Result ID: 69aa8a0f6dbb7075b95420d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"OPT-6.7b"}. This record does not assert independent reproduction. ### FSD AUROC: 0.98. Result ID: 69aa8a0f6dbb7075b95420d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Pythia-6.9b"}. This record does not assert independent reproduction. ### FSD AUROC: 0.98. Result ID: 69aa8a0f6dbb7075b95420d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaMA-7B"}. This record does not assert independent reproduction. ### FSD AUROC: 0.97. Result ID: 69aa8a0f6dbb7075b95420d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"GPT-J-6b"}. This record does not assert independent reproduction. ### Min-k++ AUROC: 0.64. Result ID: 69aa8a0f6dbb7075b95420d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"GPT-J-6b"}. This record does not assert independent reproduction. ### Min-k AUROC: 0.62. Result ID: 69aa8a0f6dbb7075b95420ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Pythia-6.9b"}. This record does not assert independent reproduction. ### Min-k AUROC: 0.6. Result ID: 69aa8a0f6dbb7075b95420cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"GPT-J-6b"}. This record does not assert independent reproduction. ### Min-k AUROC: 0.6. Result ID: 69aa8a0f6dbb7075b95420cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaMA-7B"}. This record does not assert independent reproduction. ### Min-k++ AUROC: 0.6. Result ID: 69aa8a0f6dbb7075b95420d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Pythia-6.9b"}. This record does not assert independent reproduction. ### PPL AUROC: 0.59. Result ID: 69aa8a0f6dbb7075b95420c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Pythia-6.9b"}. This record does not assert independent reproduction. ### Min-k++ AUROC: 0.58. Result ID: 69aa8a0f6dbb7075b95420d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaMA-7B"}. This record does not assert independent reproduction. ### PPL AUROC: 0.56. Result ID: 69aa8a0f6dbb7075b95420c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaMA-7B"}. This record does not assert independent reproduction. ### Min-k++ AUROC: 0.54. Result ID: 69aa8a0f6dbb7075b95420d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Neo-2.7B"}. This record does not assert independent reproduction. ### ZLib AUROC: 0.49. Result ID: 69aa8a0f6dbb7075b95420c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Pythia-6.9b"}. This record does not assert independent reproduction. ### Min-k++ AUROC: 0.49. Result ID: 69aa8a0f6dbb7075b95420d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"OPT-6.7b"}. This record does not assert independent reproduction. ### ZLib AUROC: 0.48. Result ID: 69aa8a0f6dbb7075b95420ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaMA-7B"}. This record does not assert independent reproduction. ### Min-k AUROC: 0.45. Result ID: 69aa8a0f6dbb7075b95420cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Neo-2.7B"}. This record does not assert independent reproduction. ### Min-k AUROC: 0.4. Result ID: 69aa8a0f6dbb7075b95420cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"OPT-6.7b"}. This record does not assert independent reproduction. ### ZLib AUROC: 0.38. Result ID: 69aa8a0f6dbb7075b95420c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"GPT-J-6b"}. This record does not assert independent reproduction. ### PPL AUROC: 0.29. Result ID: 69aa8a0f6dbb7075b95420c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Neo-2.7B"}. This record does not assert independent reproduction. ### PPL AUROC: 0.23. Result ID: 69aa8a0f6dbb7075b95420c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"OPT-6.7b"}. This record does not assert independent reproduction. ### PPL AUROC: 0.22. Result ID: 69aa8a0f6dbb7075b95420c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"GPT-J-6b"}. This record does not assert independent reproduction. ### ZLib AUROC: 0.2. Result ID: 69aa8a0f6dbb7075b95420c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Neo-2.7B"}. This record does not assert independent reproduction. ### ZLib AUROC: 0.15. Result ID: 69aa8a0f6dbb7075b95420c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"OPT-6.7b"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.