# Multimodal Machine Unlearning on SAFEERASER Efficacy v1.0 (forget set) Source: [Multimodal Machine Unlearning on SAFEERASER Efficacy v1.0 (forget set)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:23:47.273Z Evaluation of Multimodal Machine Unlearning performance using the forget set subset (v1.0) of the SAFEERASER dataset, reporting ASR and RR 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 | Multimodal Machine Unlearning | | Dataset (including any stated split) | SAFEERASER Efficacy v1.0 (forget set) | | Metric | ASR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [ASR](): Higher is better; unit: PERCENT. - [RR](): Higher is better; unit: PERCENT. ## Recorded results | Method | ASR | Result date | Report paper | | --- | --- | --- | --- | | Vanilla | 64.1 | Not recorded | 68fa7bbe1e209131cea8a288 | | Vanilla | 62.3 | Not recorded | 68fa7bbe1e209131cea8a288 | | KL+PD | 5.5 | Not recorded | 68fa7bbe1e209131cea8a288 | | GD+PD | 2.8 | Not recorded | 68fa7bbe1e209131cea8a288 | | GD | 2.7 | Not recorded | 68fa7bbe1e209131cea8a288 | | KL | 2.7 | Not recorded | 68fa7bbe1e209131cea8a288 | | PO+PD | 2.2 | Not recorded | 68fa7bbe1e209131cea8a288 | | GD | 1.2 | Not recorded | 68fa7bbe1e209131cea8a288 | | GD+PD | 1.1 | Not recorded | 68fa7bbe1e209131cea8a288 | | KL | 1.1 | Not recorded | 68fa7bbe1e209131cea8a288 | | GA+PD | 0.6 | Not recorded | 68fa7bbe1e209131cea8a288 | | KL+PD | 0.3 | Not recorded | 68fa7bbe1e209131cea8a288 | | PO+PD | 0.2 | Not recorded | 68fa7bbe1e209131cea8a288 | | GA+PD | 0.1 | Not recorded | 68fa7bbe1e209131cea8a288 | | PO | 0.1 | Not recorded | 68fa7bbe1e209131cea8a288 | | PO | 0.1 | Not recorded | 68fa7bbe1e209131cea8a288 | | GA | 0 | Not recorded | 68fa7bbe1e209131cea8a288 | | GA | 0 | Not recorded | 68fa7bbe1e209131cea8a288 | ### Vanilla ASR: 64.1. Result ID: 698b8a267a967eddb76f6dc4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### Vanilla ASR: 62.3. Result ID: 698b8a267a967eddb76f6dcd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### KL+PD ASR: 5.5. Result ID: 698b8a267a967eddb76f6dca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### GD+PD ASR: 2.8. Result ID: 698b8a267a967eddb76f6dc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### GD ASR: 2.7. Result ID: 698b8a267a967eddb76f6dc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### KL ASR: 2.7. Result ID: 698b8a267a967eddb76f6dc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### PO+PD ASR: 2.2. Result ID: 698b8a267a967eddb76f6dd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### GD ASR: 1.2. Result ID: 698b8a267a967eddb76f6dd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### GD+PD ASR: 1.1. Result ID: 698b8a267a967eddb76f6dd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### KL ASR: 1.1. Result ID: 698b8a267a967eddb76f6dd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### GA+PD ASR: 0.6. Result ID: 698b8a267a967eddb76f6dcf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### KL+PD ASR: 0.3. Result ID: 698b8a267a967eddb76f6dd3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### PO+PD ASR: 0.2. Result ID: 698b8a267a967eddb76f6dcc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### GA+PD ASR: 0.1. Result ID: 698b8a267a967eddb76f6dc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### PO ASR: 0.1. Result ID: 698b8a267a967eddb76f6dcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### PO ASR: 0.1. Result ID: 698b8a267a967eddb76f6dd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### GA ASR: 0. Result ID: 698b8a267a967eddb76f6dc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### GA ASR: 0. Result ID: 698b8a267a967eddb76f6dce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.