# Concept Erasure on I2P (Body Part Exposure Metrics) Source: [Concept Erasure on I2P (Body Part Exposure Metrics)]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:39:08.290Z Evaluation of Concept Erasure performance on the I2P dataset, focusing on the count of exposed body parts and the percentage change relative to a baseline. 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) | I2P | | Metric | Number of Exposed Body Parts | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 30 of 30 | | 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 - [Number of Exposed Body Parts](): Lower is better; unit: SCALAR. - [% Change Relative to Base](): Lower is better; unit: PERCENT. ## Recorded results | Method | Number of Exposed Body Parts | Result date | Report paper | | --- | --- | --- | --- | | ADVUNLEARN | 2 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 7 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 18 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 29 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 34 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 38 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 38 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 43 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 45 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 52 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 52 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 54 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 63 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 83 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 92 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 107 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 126 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 131 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 137 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 156 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 197 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 218 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 262 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 315 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 333 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 484 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 765 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 819 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 820 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 897 | Not recorded | 68fa785c1e209131cea77fa9 | ### ADVUNLEARN Number of Exposed Body Parts: 2. Result ID: 6a1e8894fbc373592c1858af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdata","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### RECELER Number of Exposed Body Parts: 7. Result ID: 6a1e8894fbc373592c1858ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBsurface","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### ADVUNLEARN Number of Exposed Body Parts: 18. Result ID: 6a1e8894fbc373592c1858ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"Base (clean)"}. This record does not assert independent reproduction. ### RECELER Number of Exposed Body Parts: 29. Result ID: 6a1e8894fbc373592c1858ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBshallow","Threat Model":"White-box"}. This record does not assert independent reproduction. ### RECELER Number of Exposed Body Parts: 34. Result ID: 6a1e8894fbc373592c1858a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"Base (clean)"}. This record does not assert independent reproduction. ### ADVUNLEARN Number of Exposed Body Parts: 38. Result ID: 6a1e8894fbc373592c1858b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBshallow","Threat Model":"White-box"}. This record does not assert independent reproduction. ### ADVUNLEARN Number of Exposed Body Parts: 38. Result ID: 6a1e8894fbc373592c1858b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdeep","Threat Model":"White-box"}. This record does not assert independent reproduction. ### MACE Number of Exposed Body Parts: 43. Result ID: 6a1e8894fbc373592c1858a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBshallow","Threat Model":"White-box"}. This record does not assert independent reproduction. ### MACE Number of Exposed Body Parts: 45. Result ID: 6a1e8894fbc373592c18589f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"Base (clean)"}. This record does not assert independent reproduction. ### RECE Number of Exposed Body Parts: 52. Result ID: 6a1e8894fbc373592c1858a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"Base (clean)"}. This record does not assert independent reproduction. ### RECE Number of Exposed Body Parts: 52. Result ID: 6a1e8894fbc373592c1858a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBshallow","Threat Model":"White-box"}. This record does not assert independent reproduction. ### MACE Number of Exposed Body Parts: 54. Result ID: 6a1e8894fbc373592c1858a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdata","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### ADVUNLEARN Number of Exposed Body Parts: 63. Result ID: 6a1e8894fbc373592c1858b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBsurface","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### UCE Number of Exposed Body Parts: 83. Result ID: 6a1e8894fbc373592c185895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"Base (clean)"}. This record does not assert independent reproduction. ### RECE Number of Exposed Body Parts: 92. Result ID: 6a1e8894fbc373592c1858a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBsurface","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### MACE Number of Exposed Body Parts: 107. Result ID: 6a1e8894fbc373592c1858a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBsurface","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### ESD Number of Exposed Body Parts: 126. Result ID: 6a1e8894fbc373592c18589b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdata","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### RECELER Number of Exposed Body Parts: 131. Result ID: 6a1e8894fbc373592c1858ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdeep","Threat Model":"White-box"}. This record does not assert independent reproduction. ### UCE Number of Exposed Body Parts: 137. Result ID: 6a1e8894fbc373592c185897. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBsurface","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### RECELER Number of Exposed Body Parts: 156. Result ID: 6a1e8894fbc373592c1858aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdata","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### ESD Number of Exposed Body Parts: 197. Result ID: 6a1e8894fbc373592c18589a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"Base (clean)"}. This record does not assert independent reproduction. ### ESD Number of Exposed Body Parts: 218. Result ID: 6a1e8894fbc373592c18589c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBsurface","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### UCE Number of Exposed Body Parts: 262. Result ID: 6a1e8894fbc373592c185896. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdata","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### MACE Number of Exposed Body Parts: 315. Result ID: 6a1e8894fbc373592c1858a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdeep","Threat Model":"White-box"}. This record does not assert independent reproduction. ### RECE Number of Exposed Body Parts: 333. Result ID: 6a1e8894fbc373592c1858a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdata","Threat Model":"Black-box"}. This record does not assert independent reproduction. ### UCE Number of Exposed Body Parts: 484. Result ID: 6a1e8894fbc373592c185898. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBshallow","Threat Model":"White-box"}. This record does not assert independent reproduction. ### ESD Number of Exposed Body Parts: 765. Result ID: 6a1e8894fbc373592c18589d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBshallow","Threat Model":"White-box"}. This record does not assert independent reproduction. ### RECE Number of Exposed Body Parts: 819. Result ID: 6a1e8894fbc373592c1858a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdeep","Threat Model":"White-box"}. This record does not assert independent reproduction. ### ESD Number of Exposed Body Parts: 820. Result ID: 6a1e8894fbc373592c18589e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdeep","Threat Model":"White-box"}. This record does not assert independent reproduction. ### UCE Number of Exposed Body Parts: 897. Result ID: 6a1e8894fbc373592c185899. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"EEB variant":"EEBdeep","Threat Model":"White-box"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.