# LLM Unlearning on BOOKS Source: [LLM Unlearning on BOOKS]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:12.993Z Evaluation of Large Language Model (LLM) unlearning performance on the BOOKS dataset, measured by specific unlearning metrics such as VerMem, KnowMem, PrivLeak, and UtilityPres. 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 | LLM Unlearning | | Dataset (including any stated split) | BOOKS | | Metric | VerMem | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [VerMem](): Lower is better; unit: SCALAR. - [KnowMem](): Lower is better; unit: PERCENT. - [PrivLeak](): Lower is better; unit: OTHER. - [UtilityPres](): Higher is better; unit: PERCENT. ## Recorded results | Method | VerMem | Result date | Report paper | | --- | --- | --- | --- | | GA+GDR | 0 | Not recorded | 6992a4c09ebc499c97406de3 | | GA+GDR | 0 | Not recorded | 6992a4c09ebc499c97406de3 | | GA+GDR | 0 | Not recorded | 6992a4c09ebc499c97406de3 | | GA+GDR | 0 | Not recorded | 6992a4c09ebc499c97406de3 | | GA+KLR | 0 | Not recorded | 6992a4c09ebc499c97406de3 | | GA+KLR | 0 | Not recorded | 6992a4c09ebc499c97406de3 | | GA+KLR | 0 | Not recorded | 6992a4c09ebc499c97406de3 | | GA+KLR | 0.14 | Not recorded | 6992a4c09ebc499c97406de3 | | NPO+KLR | 16.76 | Not recorded | 6992a4c09ebc499c97406de3 | | NPO+KLR | 17.03 | Not recorded | 6992a4c09ebc499c97406de3 | | NPO+GDR | 20.3 | Not recorded | 6992a4c09ebc499c97406de3 | | NPO+GDR | 22.67 | Not recorded | 6992a4c09ebc499c97406de3 | | NPO+KLR | 38.65 | Not recorded | 6992a4c09ebc499c97406de3 | | NPO+GDR | 41.18 | Not recorded | 6992a4c09ebc499c97406de3 | | NPO+KLR | 51.39 | Not recorded | 6992a4c09ebc499c97406de3 | | NPO+GDR | 54.61 | Not recorded | 6992a4c09ebc499c97406de3 | ### GA+GDR VerMem: 0. Result ID: 699a64865698665ec4ecac43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"Full","Adapter":"None"}. This record does not assert independent reproduction. ### GA+GDR VerMem: 0. Result ID: 699a64865698665ec4ecac44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"Full","Adapter":"LoRA"}. This record does not assert independent reproduction. ### GA+GDR VerMem: 0. Result ID: 699a64865698665ec4ecac45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"4-bit","Adapter":"None"}. This record does not assert independent reproduction. ### GA+GDR VerMem: 0. Result ID: 699a64865698665ec4ecac46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"4-bit","Adapter":"LoRA"}. This record does not assert independent reproduction. ### GA+KLR VerMem: 0. Result ID: 699a64865698665ec4ecac47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"Full","Adapter":"None"}. This record does not assert independent reproduction. ### GA+KLR VerMem: 0. Result ID: 699a64865698665ec4ecac48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"Full","Adapter":"LoRA"}. This record does not assert independent reproduction. ### GA+KLR VerMem: 0. Result ID: 699a64865698665ec4ecac49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"4-bit","Adapter":"None"}. This record does not assert independent reproduction. ### GA+KLR VerMem: 0.14. Result ID: 699a64865698665ec4ecac4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"4-bit","Adapter":"LoRA"}. This record does not assert independent reproduction. ### NPO+KLR VerMem: 16.76. Result ID: 699a64865698665ec4ecac50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"Full","Adapter":"LoRA"}. This record does not assert independent reproduction. ### NPO+KLR VerMem: 17.03. Result ID: 699a64865698665ec4ecac52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"4-bit","Adapter":"LoRA"}. This record does not assert independent reproduction. ### NPO+GDR VerMem: 20.3. Result ID: 699a64865698665ec4ecac4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"4-bit","Adapter":"LoRA"}. This record does not assert independent reproduction. ### NPO+GDR VerMem: 22.67. Result ID: 699a64865698665ec4ecac4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"Full","Adapter":"LoRA"}. This record does not assert independent reproduction. ### NPO+KLR VerMem: 38.65. Result ID: 699a64865698665ec4ecac51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"4-bit","Adapter":"None"}. This record does not assert independent reproduction. ### NPO+GDR VerMem: 41.18. Result ID: 699a64865698665ec4ecac4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"4-bit","Adapter":"None"}. This record does not assert independent reproduction. ### NPO+KLR VerMem: 51.39. Result ID: 699a64865698665ec4ecac4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"Full","Adapter":"None"}. This record does not assert independent reproduction. ### NPO+GDR VerMem: 54.61. Result ID: 699a64865698665ec4ecac4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"Full","Adapter":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.