# Response Safety on JailBreakV-28K (avg) Source: [Response Safety on JailBreakV-28K (avg)]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:09:45.874Z Evaluation of model response safety performance using the JailBreakV-28K (average) dataset, measured by JBV-R and JBV-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) | JailBreakV-28K (avg) | | Metric | JBV-R Score | | Unit | SCALAR | | 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 - [JBV-R Score](): Higher is better; unit: SCALAR. - [JBV-QG Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | JBV-R Score | Result date | Report paper | | --- | --- | --- | --- | | DACO | 0.975 | Not recorded | 69dc78987d0172140ec78ba3 | | MOP \[56\] | 0.917 | Not recorded | 69dc78987d0172140ec78ba3 | | DACO | 0.903 | Not recorded | 69dc78987d0172140ec78ba3 | | DACO | 0.885 | Not recorded | 69dc78987d0172140ec78ba3 | | ActAdd \[50, 101, 134\] | 0.86 | Not recorded | 69dc78987d0172140ec78ba3 | | MOP \[56\] | 0.835 | Not recorded | 69dc78987d0172140ec78ba3 | | MOP \[56\] | 0.811 | Not recorded | 69dc78987d0172140ec78ba3 | | Prompting \[52\] | 0.809 | Not recorded | 69dc78987d0172140ec78ba3 | | ActAdd \[50, 101, 134\] | 0.783 | Not recorded | 69dc78987d0172140ec78ba3 | | No Steering | 0.73 | Not recorded | 69dc78987d0172140ec78ba3 | | ActAdd \[50, 101, 134\] | 0.691 | Not recorded | 69dc78987d0172140ec78ba3 | | Prompting \[52\] | 0.659 | Not recorded | 69dc78987d0172140ec78ba3 | | No Steering | 0.564 | Not recorded | 69dc78987d0172140ec78ba3 | | Prompting \[52\] | 0.471 | Not recorded | 69dc78987d0172140ec78ba3 | | No Steering | 0.303 | Not recorded | 69dc78987d0172140ec78ba3 | ### DACO JBV-R Score: 0.975. Result ID: 69dca36d47f34ce924c37146. [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. ### MOP \[56\] JBV-R Score: 0.917. Result ID: 69dca36d47f34ce924c37145. [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. ### DACO JBV-R Score: 0.903. Result ID: 69dca36d47f34ce924c3713c. [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 JBV-R Score: 0.885. Result ID: 69dca36d47f34ce924c37141. [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. ### ActAdd \[50, 101, 134\] JBV-R Score: 0.86. Result ID: 69dca36d47f34ce924c37144. [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. ### MOP \[56\] JBV-R Score: 0.835. Result ID: 69dca36d47f34ce924c3713b. [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. ### MOP \[56\] JBV-R Score: 0.811. Result ID: 69dca36d47f34ce924c37140. [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. ### Prompting \[52\] JBV-R Score: 0.809. Result ID: 69dca36d47f34ce924c37143. [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. ### ActAdd \[50, 101, 134\] JBV-R Score: 0.783. Result ID: 69dca36d47f34ce924c3713f. [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. ### No Steering JBV-R Score: 0.73. Result ID: 69dca36d47f34ce924c37142. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"InternVL3.5-8B-Instruct \[108\]","Steering Method":"No Steering"}. This record does not assert independent reproduction. ### ActAdd \[50, 101, 134\] JBV-R Score: 0.691. Result ID: 69dca36d47f34ce924c3713a. [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 \[52\] JBV-R Score: 0.659. Result ID: 69dca36d47f34ce924c37139. [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 JBV-R Score: 0.564. Result ID: 69dca36d47f34ce924c37138. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"Qwen2.5-VL-7B-Instruct \[5\]","Steering Method":"No Steering"}. This record does not assert independent reproduction. ### Prompting \[52\] JBV-R Score: 0.471. Result ID: 69dca36d47f34ce924c3713e. [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. ### No Steering JBV-R Score: 0.303. Result ID: 69dca36d47f34ce924c3713d. [Reporting paper]() Recorded evaluation configuration: {"Target Model":"LLaVA1.6-Mistral-7B \[48\]","Steering Method":"No Steering"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.