# Machine Unlearning on MHQA Source: [Machine Unlearning on MHQA]() Collection index: [llms.txt]() Data updated: 2026-03-12T08:25:38.456Z Evaluation of Machine Unlearning effectiveness on the MHQA dataset, reporting metrics related to membership inference resistance and differential privacy strength. 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) | MHQA | | Metric | Anxiety FR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Anxiety FR](): Higher is better; unit: PERCENT. - [Other MH KP](): Higher is better; unit: PERCENT. - [US](): Higher is better; unit: PERCENT. - [MIA Resist](): Higher is better; unit: PERCENT. - [DP Strength](): Higher is better; unit: PERCENT. ## Recorded results | Method | Anxiety FR | Result date | Report paper | | --- | --- | --- | --- | | Complete Retraining | 89.7 | Not recorded | 69268969d6b0dd3342930255 | | Ours (Dual-Strategy) | 79.4 | Not recorded | 69268969d6b0dd3342930255 | | AILS-NTUA | 76.5 | Not recorded | 69268969d6b0dd3342930255 | | SUGD | 74.2 | Not recorded | 69268969d6b0dd3342930255 | | Gradient Ascent | 71.8 | Not recorded | 69268969d6b0dd3342930255 | | Original Model | 0 | Not recorded | 69268969d6b0dd3342930255 | ### Complete Retraining Anxiety FR: 89.7. Result ID: 69b278696dbb7075b95d0a9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours (Dual-Strategy) Anxiety FR: 79.4. Result ID: 69b278696dbb7075b95d0a9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AILS-NTUA Anxiety FR: 76.5. Result ID: 69b278696dbb7075b95d0a9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SUGD Anxiety FR: 74.2. Result ID: 69b278696dbb7075b95d0a9c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gradient Ascent Anxiety FR: 71.8. Result ID: 69b278696dbb7075b95d0a9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Original Model Anxiety FR: 0. Result ID: 69b278696dbb7075b95d0a99. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.