# Concept Erasure on SD Celebrity Erasure v2.1 (test) Source: [Concept Erasure on SD Celebrity Erasure v2.1 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:39:08.199Z Evaluation of Concept Erasure performance on the SD Celebrity Erasure v2.1 test set, measured by Acc\_r, Acc\_e, and ASR. 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 Erasure | | Dataset (including any stated split) | SD Celebrity Erasure v2.1 (test) | | Metric | Accuracy (Retained) | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy (Retained)](): Higher is better; unit: PERCENT. - [Accuracy (Erased)](): Higher is better; unit: PERCENT. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Retained) | Result date | Report paper | | --- | --- | --- | --- | | UCE | 88.76 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 88.24 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 87.64 | Not recorded | 68fa785c1e209131cea77fa9 | | No Erasure | 87.6 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 87.6 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 86.76 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 84.56 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 81.32 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 81.04 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 80.6 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 79.56 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 70.84 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 70.32 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 69.4 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 64.52 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 62.08 | Not recorded | 68fa785c1e209131cea77fa9 | ### UCE Accuracy (Retained): 88.76. Result ID: 6a1e8894fbc373592c185868. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBdata"}. This record does not assert independent reproduction. ### UCE Accuracy (Retained): 88.24. Result ID: 6a1e8894fbc373592c185869. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBsurface"}. This record does not assert independent reproduction. ### UCE Accuracy (Retained): 87.64. Result ID: 6a1e8894fbc373592c185867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"No Attack"}. This record does not assert independent reproduction. ### No Erasure Accuracy (Retained): 87.6. Result ID: 6a1e8894fbc373592c185866. [Reporting paper]() Recorded evaluation configuration: {"Attack Type":"No Attack"}. This record does not assert independent reproduction. ### UCE Accuracy (Retained): 87.6. Result ID: 6a1e8894fbc373592c18586a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBshallow"}. This record does not assert independent reproduction. ### UCE Accuracy (Retained): 86.76. Result ID: 6a1e8894fbc373592c18586b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBdeep"}. This record does not assert independent reproduction. ### ESD Accuracy (Retained): 84.56. Result ID: 6a1e8894fbc373592c18586e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBsurface"}. This record does not assert independent reproduction. ### ESD Accuracy (Retained): 81.32. Result ID: 6a1e8894fbc373592c18586f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBshallow"}. This record does not assert independent reproduction. ### ESD Accuracy (Retained): 81.04. Result ID: 6a1e8894fbc373592c18586c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"No Attack"}. This record does not assert independent reproduction. ### ESD Accuracy (Retained): 80.6. Result ID: 6a1e8894fbc373592c18586d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBdata"}. This record does not assert independent reproduction. ### ESD Accuracy (Retained): 79.56. Result ID: 6a1e8894fbc373592c185870. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBdeep"}. This record does not assert independent reproduction. ### RECE Accuracy (Retained): 70.84. Result ID: 6a1e8894fbc373592c185874. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBshallow"}. This record does not assert independent reproduction. ### RECE Accuracy (Retained): 70.32. Result ID: 6a1e8894fbc373592c185875. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBdeep"}. This record does not assert independent reproduction. ### RECE Accuracy (Retained): 69.4. Result ID: 6a1e8894fbc373592c185871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"No Attack"}. This record does not assert independent reproduction. ### RECE Accuracy (Retained): 64.52. Result ID: 6a1e8894fbc373592c185873. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBsurface"}. This record does not assert independent reproduction. ### RECE Accuracy (Retained): 62.08. Result ID: 6a1e8894fbc373592c185872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"EEBdata"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.