# Concept Erasure on GCD v1.4 (test) Source: [Concept Erasure on GCD v1.4 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:39:08.245Z Evaluation of Concept Erasure performance on the test split of the GCD v1.4 dataset, measured using Acc\_r, Acc\_e, and ASR 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 Erasure | | Dataset (including any stated split) | GCD v1.4 (test) | | Metric | Acc\_r | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [Acc\_r](): Higher is better; unit: PERCENT. - [Acc\_e](): Higher is better; unit: PERCENT. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc\_r | Result date | Report paper | | --- | --- | --- | --- | | ADVUNLEARN | 93.07 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 92.16 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 91.68 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 91.68 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 91.64 | Not recorded | 68fa785c1e209131cea77fa9 | | No Erasure | 91.6 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 91.44 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 91.44 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 91.28 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 91.16 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 91.12 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 91 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 90.96 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 87.48 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 86.2 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 84.88 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 84.72 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 84.08 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 83.88 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 79.4 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 74.28 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 73.04 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 72.24 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 70.88 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 69.28 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 68.36 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 67.44 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 66.56 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 61.4 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 55.16 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 50.4 | Not recorded | 68fa785c1e209131cea77fa9 | ### ADVUNLEARN Acc\_r: 93.07. Result ID: 6a1e8894fbc373592c185893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow"}. This record does not assert independent reproduction. ### UCE Acc\_r: 92.16. Result ID: 6a1e8894fbc373592c185879. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface"}. This record does not assert independent reproduction. ### ADVUNLEARN Acc\_r: 91.68. Result ID: 6a1e8894fbc373592c185890. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack"}. This record does not assert independent reproduction. ### ADVUNLEARN Acc\_r: 91.68. Result ID: 6a1e8894fbc373592c185894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep"}. This record does not assert independent reproduction. ### MACE Acc\_r: 91.64. Result ID: 6a1e8894fbc373592c185884. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow"}. This record does not assert independent reproduction. ### No Erasure Acc\_r: 91.6. Result ID: 6a1e8894fbc373592c185876. [Reporting paper]() Recorded evaluation configuration: {"Attack":"No Attack"}. This record does not assert independent reproduction. ### UCE Acc\_r: 91.44. Result ID: 6a1e8894fbc373592c185877. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack"}. This record does not assert independent reproduction. ### UCE Acc\_r: 91.44. Result ID: 6a1e8894fbc373592c18587a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow"}. This record does not assert independent reproduction. ### MACE Acc\_r: 91.28. Result ID: 6a1e8894fbc373592c185881. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack"}. This record does not assert independent reproduction. ### ADVUNLEARN Acc\_r: 91.16. Result ID: 6a1e8894fbc373592c185892. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface"}. This record does not assert independent reproduction. ### UCE Acc\_r: 91.12. Result ID: 6a1e8894fbc373592c18587b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep"}. This record does not assert independent reproduction. ### MACE Acc\_r: 91. Result ID: 6a1e8894fbc373592c185885. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep"}. This record does not assert independent reproduction. ### UCE Acc\_r: 90.96. Result ID: 6a1e8894fbc373592c185878. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata"}. This record does not assert independent reproduction. ### MACE Acc\_r: 87.48. Result ID: 6a1e8894fbc373592c185883. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface"}. This record does not assert independent reproduction. ### ESD Acc\_r: 86.2. Result ID: 6a1e8894fbc373592c18587e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface"}. This record does not assert independent reproduction. ### ESD Acc\_r: 84.88. Result ID: 6a1e8894fbc373592c18587d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata"}. This record does not assert independent reproduction. ### ESD Acc\_r: 84.72. Result ID: 6a1e8894fbc373592c18587f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow"}. This record does not assert independent reproduction. ### ESD Acc\_r: 84.08. Result ID: 6a1e8894fbc373592c185880. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep"}. This record does not assert independent reproduction. ### ESD Acc\_r: 83.88. Result ID: 6a1e8894fbc373592c18587c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack"}. This record does not assert independent reproduction. ### MACE Acc\_r: 79.4. Result ID: 6a1e8894fbc373592c185882. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata"}. This record does not assert independent reproduction. ### ADVUNLEARN Acc\_r: 74.28. Result ID: 6a1e8894fbc373592c185891. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata"}. This record does not assert independent reproduction. ### RECE Acc\_r: 73.04. Result ID: 6a1e8894fbc373592c18588a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep"}. This record does not assert independent reproduction. ### RECELER Acc\_r: 72.24. Result ID: 6a1e8894fbc373592c18588e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow"}. This record does not assert independent reproduction. ### RECE Acc\_r: 70.88. Result ID: 6a1e8894fbc373592c185886. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack"}. This record does not assert independent reproduction. ### RECE Acc\_r: 69.28. Result ID: 6a1e8894fbc373592c185888. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface"}. This record does not assert independent reproduction. ### RECE Acc\_r: 68.36. Result ID: 6a1e8894fbc373592c185889. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow"}. This record does not assert independent reproduction. ### RECELER Acc\_r: 67.44. Result ID: 6a1e8894fbc373592c18588b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack"}. This record does not assert independent reproduction. ### RECELER Acc\_r: 66.56. Result ID: 6a1e8894fbc373592c18588f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep"}. This record does not assert independent reproduction. ### RECELER Acc\_r: 61.4. Result ID: 6a1e8894fbc373592c18588d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface"}. This record does not assert independent reproduction. ### RECELER Acc\_r: 55.16. Result ID: 6a1e8894fbc373592c18588c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata"}. This record does not assert independent reproduction. ### RECE Acc\_r: 50.4. Result ID: 6a1e8894fbc373592c185887. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.