# Concept Unlearning on UnlearnCanvas object concept unlearning Source: [Concept Unlearning on UnlearnCanvas object concept unlearning]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:14:49.220Z Evaluation of Concept Unlearning effectiveness on the UnlearnCanvas object concept unlearning dataset, reporting Unlearning Accuracy (UA), Influence Retention Accuracy (IRA), Concept Retention Accuracy (CRA), and Average metrics. 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 | Concept Unlearning | | Dataset (including any stated split) | UnlearnCanvas object concept unlearning | | Metric | Unlearning Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Unlearning Accuracy](): Higher is better; unit: PERCENT. - [Influence Retention Accuracy](): Higher is better; unit: PERCENT. - [Concept Retention Accuracy](): Higher is better; unit: PERCENT. - [Average Metric](): Higher is better; unit: PERCENT. ## Recorded results | Method | Unlearning Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SAEmnesia | 94.65 | Not recorded | 68fa7b911e209131cea892a0 | | UCE | 94.31 | Not recorded | 68fa7b911e209131cea892a0 | | ESD | 92.15 | Not recorded | 68fa7b911e209131cea892a0 | | SAeUron | 87.16 | Not recorded | 68fa7b911e209131cea892a0 | | SalUn | 86.91 | Not recorded | 68fa7b911e209131cea892a0 | | EDiff | 86.67 | Not recorded | 68fa7b911e209131cea892a0 | | SHS | 80.73 | Not recorded | 68fa7b911e209131cea892a0 | | SPM | 71.25 | Not recorded | 68fa7b911e209131cea892a0 | | CA | 46.67 | Not recorded | 68fa7b911e209131cea892a0 | | FMN | 45.64 | Not recorded | 68fa7b911e209131cea892a0 | | SEOT | 23.25 | Not recorded | 68fa7b911e209131cea892a0 | ### SAEmnesia Unlearning Accuracy: 94.65. Result ID: 6a1d4d54fbc373592c16bf18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"sparse autoencoder family"}. This record does not assert independent reproduction. ### UCE Unlearning Accuracy: 94.31. Result ID: 6a1d4d54fbc373592c16bf10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. ### ESD Unlearning Accuracy: 92.15. Result ID: 6a1d4d54fbc373592c16bf0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. ### SAeUron Unlearning Accuracy: 87.16. Result ID: 6a1d4d54fbc373592c16bf17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"sparse autoencoder family"}. This record does not assert independent reproduction. ### SalUn Unlearning Accuracy: 86.91. Result ID: 6a1d4d54fbc373592c16bf12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. ### EDiff Unlearning Accuracy: 86.67. Result ID: 6a1d4d54fbc373592c16bf15. [Reporting paper]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. ### SHS Unlearning Accuracy: 80.73. Result ID: 6a1d4d54fbc373592c16bf16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. ### SPM Unlearning Accuracy: 71.25. Result ID: 6a1d4d54fbc373592c16bf14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. ### CA Unlearning Accuracy: 46.67. Result ID: 6a1d4d54fbc373592c16bf11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. ### FMN Unlearning Accuracy: 45.64. Result ID: 6a1d4d54fbc373592c16bf0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. ### SEOT Unlearning Accuracy: 23.25. Result ID: 6a1d4d54fbc373592c16bf13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Family":"non-SAE-based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.