# Harmfulness Evaluation on AdvBench-audio Harmful Source: [Harmfulness Evaluation on AdvBench-audio Harmful]() Collection index: [llms.txt]() Data updated: 2026-05-08T08:27:23.072Z Evaluation of model performance on the AdvBench-audio Harmful dataset for Harmfulness Evaluation, measured using ASR. 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 | Harmfulness Evaluation | | Dataset (including any stated split) | AdvBench-audio Harmful | | Metric | ASR 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 - [ASR Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | ASR Score | Result date | Report paper | | --- | --- | --- | --- | | MDSteer-h2s | 26.35 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-c2r | 23.46 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-h2s | 10.38 | Not recorded | 68fa7c5d1e209131cea8dc06 | | RRS | 3.27 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 2.88 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 2.88 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 1.15 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 0.78 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 0.58 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 0.58 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 0 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 0 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 0 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-c2r | 0 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 0 | Not recorded | 68fa7c5d1e209131cea8dc06 | ### MDSteer-h2s ASR Score: 26.35. Result ID: 69fd9df447f34ce924e09041. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### MDSteer-c2r ASR Score: 23.46. Result ID: 69fd9df447f34ce924e09042. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### MDSteer-h2s ASR Score: 10.38. Result ID: 69fd9df447f34ce924e09047. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### RRS ASR Score: 3.27. Result ID: 69fd9df447f34ce924e0906c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense runtime (s)":"1145"}. This record does not assert independent reproduction. ### No Defense ASR Score: 2.88. Result ID: 69fd9df447f34ce924e0903e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### No Defense ASR Score: 2.88. Result ID: 69fd9df447f34ce924e0906b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AdaShield ASR Score: 1.15. Result ID: 69fd9df447f34ce924e0903f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### FSD ASR Score: 0.78. Result ID: 69fd9df447f34ce924e09040. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### SARSteer ASR Score: 0.58. Result ID: 69fd9df447f34ce924e09043. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### SARSteer ASR Score: 0.58. Result ID: 69fd9df447f34ce924e0906d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense runtime (s)":"266"}. This record does not assert independent reproduction. ### No Defense ASR Score: 0. Result ID: 69fd9df447f34ce924e09044. [Reporting paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### AdaShield ASR Score: 0. Result ID: 69fd9df447f34ce924e09045. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### FSD ASR Score: 0. Result ID: 69fd9df447f34ce924e09046. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### MDSteer-c2r ASR Score: 0. Result ID: 69fd9df447f34ce924e09048. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### SARSteer ASR Score: 0. Result ID: 69fd9df447f34ce924e09049. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.