# Machine Unlearning on MedMCQA QF=1000 Source: [Machine Unlearning on MedMCQA QF=1000]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:29.271Z Evaluation of Machine Unlearning performance on the MedMCQA dataset restricted to the top 1000 questions (QF=1000), reporting metrics like Forget Accuracy, Test Accuracy, and Membership Inference Attack (MIA) scores. 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 | Machine Unlearning | | Dataset (including any stated split) | MedMCQA QF=1000 | | Metric | Forget Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Forget Accuracy](): Higher is better; unit: PERCENT. - [Test Accuracy](): Higher is better; unit: PERCENT. - [Generalization Accuracy](): Higher is better; unit: PERCENT. - [MIA AUC](): Lower is better; unit: SCALAR. - [MIA Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | Forget Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Sequential Retrain | 90 | Not recorded | 699bdf1a09c33900fcd804f1 | | Sequential Retrain | 90 | Not recorded | 699bdf1a09c33900fcd804f1 | | Origin | 89 | Not recorded | 699bdf1a09c33900fcd804f1 | | Origin | 89 | Not recorded | 699bdf1a09c33900fcd804f1 | | Adapter Merging | 88.67 | Not recorded | 699bdf1a09c33900fcd804f1 | | Adapter Merging | 88.67 | Not recorded | 699bdf1a09c33900fcd804f1 | | GA | 87.33 | Not recorded | 699bdf1a09c33900fcd804f1 | | GA | 87.33 | Not recorded | 699bdf1a09c33900fcd804f1 | | NPO | 86 | Not recorded | 699bdf1a09c33900fcd804f1 | | NPO | 86 | Not recorded | 699bdf1a09c33900fcd804f1 | | Sequential LoRA | 76.67 | Not recorded | 699bdf1a09c33900fcd804f1 | | Sequential LoRA | 76.67 | Not recorded | 699bdf1a09c33900fcd804f1 | | SBU | 71.33 | Not recorded | 699bdf1a09c33900fcd804f1 | | SBU | 71.33 | Not recorded | 699bdf1a09c33900fcd804f1 | ### Sequential Retrain Forget Accuracy: 90. Result ID: 699d03005698665ec4a32220. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### Sequential Retrain Forget Accuracy: 90. Result ID: 699d03005698665ec4a32227. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### Origin Forget Accuracy: 89. Result ID: 699d03005698665ec4a32224. [Reporting paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### Origin Forget Accuracy: 89. Result ID: 699d03005698665ec4a3222b. [Reporting paper]() Recorded evaluation configuration: {"QF":"1000","Status":"Pre-unlearning baseline"}. This record does not assert independent reproduction. ### Adapter Merging Forget Accuracy: 88.67. Result ID: 699d03005698665ec4a32223. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### Adapter Merging Forget Accuracy: 88.67. Result ID: 699d03005698665ec4a3222a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### GA Forget Accuracy: 87.33. Result ID: 699d03005698665ec4a32221. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### GA Forget Accuracy: 87.33. Result ID: 699d03005698665ec4a32228. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### NPO Forget Accuracy: 86. Result ID: 699d03005698665ec4a32222. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### NPO Forget Accuracy: 86. Result ID: 699d03005698665ec4a32229. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### Sequential LoRA Forget Accuracy: 76.67. Result ID: 699d03005698665ec4a3221f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### Sequential LoRA Forget Accuracy: 76.67. Result ID: 699d03005698665ec4a32226. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### SBU Forget Accuracy: 71.33. Result ID: 699d03005698665ec4a32225. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. ### SBU Forget Accuracy: 71.33. Result ID: 699d03005698665ec4a3222c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"QF":"1000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.