# Machine Unlearning on ToxiGen (test) Source: [Machine Unlearning on ToxiGen (test)]() Collection index: [llms.txt]() Data updated: 2026-03-30T07:59:48.713Z Evaluation of Machine Unlearning effectiveness on the test split of the ToxiGen dataset, reporting accuracy metrics for the forget set (Df) and adjacent/remote retain sets (Dr\_adj, Dr\_rem). 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) | ToxiGen (test) | | Metric | Accuracy ($D\_f$) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Accuracy ($D\_f$)](): Higher is better; unit: PERCENT. - [Accuracy ($D\_r^{adj}$)](): Higher is better; unit: PERCENT. - [Accuracy ($D\_r^{rem}$)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy ($D\_f$) | Result date | Report paper | | --- | --- | --- | --- | | SSD | 86.9 | Not recorded | 69ca03a80636e5bf4afc949f | | Original | 78.06 | Not recorded | 69ca03a80636e5bf4afc949f | | SCRUB | 57.67 | Not recorded | 69ca03a80636e5bf4afc949f | | Munba | 49.27 | Not recorded | 69ca03a80636e5bf4afc949f | | FT | 47.73 | Not recorded | 69ca03a80636e5bf4afc949f | | ℓ1-sparse | 46.31 | Not recorded | 69ca03a80636e5bf4afc949f | | GA | 43.78 | Not recorded | 69ca03a80636e5bf4afc949f | | DELETE | 39.53 | Not recorded | 69ca03a80636e5bf4afc949f | | GDR | 19.83 | Not recorded | 69ca03a80636e5bf4afc949f | | Our method | 14.29 | Not recorded | 69ca03a80636e5bf4afc949f | | Two-Stage Machine Unlearning | 14.29 | Not recorded | 69ca03a80636e5bf4afc949f | | SalUn | 12.42 | Not recorded | 69ca03a80636e5bf4afc949f | | Retrain | 12.13 | Not recorded | 69ca03a80636e5bf4afc949f | ### SSD Accuracy ($D\_f$): 86.9. Result ID: 69ca2d5847f34ce924b2a017. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Original Accuracy ($D\_f$): 78.06. Result ID: 69ca2d5847f34ce924b2a012. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCRUB Accuracy ($D\_f$): 57.67. Result ID: 69ca2d5847f34ce924b2a018. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Munba Accuracy ($D\_f$): 49.27. Result ID: 69ca2d5847f34ce924b2a016. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FT Accuracy ($D\_f$): 47.73. Result ID: 69ca2d5847f34ce924b2a013. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ℓ1-sparse Accuracy ($D\_f$): 46.31. Result ID: 69ca2d5847f34ce924b2a015. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GA Accuracy ($D\_f$): 43.78. Result ID: 69ca2d5847f34ce924b2a014. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DELETE Accuracy ($D\_f$): 39.53. Result ID: 69ca2d5847f34ce924b2a01a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GDR Accuracy ($D\_f$): 19.83. Result ID: 69ca2d5847f34ce924b2a01b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Our method Accuracy ($D\_f$): 14.29. Result ID: 69ca2d5847f34ce924b2a01c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Two-Stage Machine Unlearning Accuracy ($D\_f$): 14.29. Result ID: 69ca2d5847f34ce924b2a038. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SalUn Accuracy ($D\_f$): 12.42. Result ID: 69ca2d5847f34ce924b2a019. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrain Accuracy ($D\_f$): 12.13. Result ID: 69ca2d5847f34ce924b2a037. [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.