# Response Safety on MM-SafetyBench (avg) Source: [Response Safety on MM-SafetyBench (avg)]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:09:45.842Z Evaluation of model response safety performance on the aggregated results of the MM-SafetyBench dataset, utilizing MS-R and MS-QG 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 | Response Safety | | Dataset (including any stated split) | MM-SafetyBench (avg) | | Metric | MS-R | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [MS-R](): Higher is better; unit: PERCENT. - [MS-QG](): Higher is better; unit: PERCENT. ## Recorded results | Method | MS-R | Result date | Report paper | | --- | --- | --- | --- | | DACO | 99 | Not recorded | 69dc78987d0172140ec78ba3 | | DACO | 98.1 | Not recorded | 69dc78987d0172140ec78ba3 | | DACO | 96.1 | Not recorded | 69dc78987d0172140ec78ba3 | | MOP \[56\] | 95.6 | Not recorded | 69dc78987d0172140ec78ba3 | | ActAdd \[50, 101, 134\] | 94.4 | Not recorded | 69dc78987d0172140ec78ba3 | | MOP \[56\] | 93.8 | Not recorded | 69dc78987d0172140ec78ba3 | | ActAdd \[50, 101, 134\] | 80.9 | Not recorded | 69dc78987d0172140ec78ba3 | | Prompting \[52\] | 78.3 | Not recorded | 69dc78987d0172140ec78ba3 | | MOP \[56\] | 77.1 | Not recorded | 69dc78987d0172140ec78ba3 | | Prompting \[52\] | 72.4 | Not recorded | 69dc78987d0172140ec78ba3 | | No Steering | 71.5 | Not recorded | 69dc78987d0172140ec78ba3 | | ActAdd \[50, 101, 134\] | 65.3 | Not recorded | 69dc78987d0172140ec78ba3 | | Prompting \[52\] | 60.7 | Not recorded | 69dc78987d0172140ec78ba3 | | No Steering | 47.2 | Not recorded | 69dc78987d0172140ec78ba3 | | No Steering | 44.2 | Not recorded | 69dc78987d0172140ec78ba3 | ### DACO MS-R: 99. Result ID: 69dca36d47f34ce924c3712d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen2.5-VL-7B-Instruct \[5\]","Steering Method":"DACO (Ours)"}. This record does not assert independent reproduction. ### DACO MS-R: 98.1. Result ID: 69dca36d47f34ce924c37137. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"InternVL3.5-8B-Instruct \[108\]","Steering Method":"DACO (Ours)"}. This record does not assert independent reproduction. ### DACO MS-R: 96.1. Result ID: 69dca36d47f34ce924c37132. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaVA1.6-Mistral-7B \[48\]","Steering Method":"DACO (Ours)"}. This record does not assert independent reproduction. ### MOP \[56\] MS-R: 95.6. Result ID: 69dca36d47f34ce924c37136. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"InternVL3.5-8B-Instruct \[108\]","Steering Method":"MOP \[56\]"}. This record does not assert independent reproduction. ### ActAdd \[50, 101, 134\] MS-R: 94.4. Result ID: 69dca36d47f34ce924c37130. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaVA1.6-Mistral-7B \[48\]","Steering Method":"ActAdd \[50, 101, 134\]"}. This record does not assert independent reproduction. ### MOP \[56\] MS-R: 93.8. Result ID: 69dca36d47f34ce924c37131. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"LLaVA1.6-Mistral-7B \[48\]","Steering Method":"MOP \[56\]"}. This record does not assert independent reproduction. ### ActAdd \[50, 101, 134\] MS-R: 80.9. Result ID: 69dca36d47f34ce924c37135. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"InternVL3.5-8B-Instruct \[108\]","Steering Method":"ActAdd \[50, 101, 134\]"}. This record does not assert independent reproduction. ### Prompting \[52\] MS-R: 78.3. Result ID: 69dca36d47f34ce924c3712f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"LLaVA1.6-Mistral-7B \[48\]","Steering Method":"Prompting \[52\]"}. This record does not assert independent reproduction. ### MOP \[56\] MS-R: 77.1. Result ID: 69dca36d47f34ce924c3712c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Model":"Qwen2.5-VL-7B-Instruct \[5\]","Steering Method":"MOP \[56\]"}. This record does not assert independent reproduction. ### Prompting \[52\] MS-R: 72.4. Result ID: 69dca36d47f34ce924c37134. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"InternVL3.5-8B-Instruct \[108\]","Steering Method":"Prompting \[52\]"}. This record does not assert independent reproduction. ### No Steering MS-R: 71.5. Result ID: 69dca36d47f34ce924c3712e. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"LLaVA1.6-Mistral-7B \[48\]","Steering Method":"No Steering"}. This record does not assert independent reproduction. ### ActAdd \[50, 101, 134\] MS-R: 65.3. Result ID: 69dca36d47f34ce924c3712b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen2.5-VL-7B-Instruct \[5\]","Steering Method":"ActAdd \[50, 101, 134\]"}. This record does not assert independent reproduction. ### Prompting \[52\] MS-R: 60.7. Result ID: 69dca36d47f34ce924c3712a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Model":"Qwen2.5-VL-7B-Instruct \[5\]","Steering Method":"Prompting \[52\]"}. This record does not assert independent reproduction. ### No Steering MS-R: 47.2. Result ID: 69dca36d47f34ce924c37133. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"InternVL3.5-8B-Instruct \[108\]","Steering Method":"No Steering"}. This record does not assert independent reproduction. ### No Steering MS-R: 44.2. Result ID: 69dca36d47f34ce924c37129. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Qwen2.5-VL-7B-Instruct \[5\]","Steering Method":"No Steering"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.