# Large Audio-Language Model Safety Evaluation on Figstep audio Source: [Large Audio-Language Model Safety Evaluation on Figstep audio]() Collection index: [llms.txt]() Data updated: 2026-05-08T08:27:22.918Z Evaluation of audio-language models for safety compliance using the Figstep audio dataset, measuring performance via metrics such as ASR, BRR, and Safe RR. 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 | Large Audio-Language Model Safety Evaluation | | Dataset (including any stated split) | Figstep audio | | 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. - [BRR](): Higher is better; unit: PERCENT. - [Safe RR](): Higher is better; unit: PERCENT. ## Recorded results | Method | ASR | Result date | Report paper | | --- | --- | --- | --- | | MDSteer-h2s | 62.8 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-h2s | 58.8 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-c2r | 52.3 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-h2s | 50.8 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 42 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 35.2 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 34 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 31.2 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 30 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 28.2 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-c2r | 26.8 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 25.2 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-c2r | 15.2 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 7.2 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 6.4 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 5.2 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 3.6 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 2.4 | Not recorded | 68fa7c5d1e209131cea8dc06 | ### MDSteer-h2s ASR: 62.8. Result ID: 69fd9df447f34ce924e0900f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3-Omni-30B (MoE)"}. This record does not assert independent reproduction. ### MDSteer-h2s ASR: 58.8. Result ID: 69fd9df447f34ce924e09009. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-Omni-7B"}. This record does not assert independent reproduction. ### MDSteer-c2r ASR: 52.3. Result ID: 69fd9df447f34ce924e0900a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-Omni-7B"}. This record does not assert independent reproduction. ### MDSteer-h2s ASR: 50.8. Result ID: 69fd9df447f34ce924e09015. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Voxtral-Mini-3B"}. This record does not assert independent reproduction. ### No Defense ASR: 42. Result ID: 69fd9df447f34ce924e09008. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-Omni-7B"}. This record does not assert independent reproduction. ### FSD ASR: 35.2. Result ID: 69fd9df447f34ce924e09018. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Voxtral-Mini-3B"}. This record does not assert independent reproduction. ### No Defense ASR: 34. Result ID: 69fd9df447f34ce924e09014. [Reporting paper]() Recorded evaluation configuration: {"Model":"Voxtral-Mini-3B"}. This record does not assert independent reproduction. ### SARSteer ASR: 31.2. Result ID: 69fd9df447f34ce924e0900d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-Omni-7B"}. This record does not assert independent reproduction. ### SARSteer ASR: 30. Result ID: 69fd9df447f34ce924e09019. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Voxtral-Mini-3B"}. This record does not assert independent reproduction. ### FSD ASR: 28.2. Result ID: 69fd9df447f34ce924e0900c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-Omni-7B"}. This record does not assert independent reproduction. ### MDSteer-c2r ASR: 26.8. Result ID: 69fd9df447f34ce924e09016. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Voxtral-Mini-3B"}. This record does not assert independent reproduction. ### AdaShield ASR: 25.2. Result ID: 69fd9df447f34ce924e0900b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-Omni-7B"}. This record does not assert independent reproduction. ### MDSteer-c2r ASR: 15.2. Result ID: 69fd9df447f34ce924e09010. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-Omni-30B (MoE)"}. This record does not assert independent reproduction. ### No Defense ASR: 7.2. Result ID: 69fd9df447f34ce924e0900e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-Omni-30B (MoE)"}. This record does not assert independent reproduction. ### FSD ASR: 6.4. Result ID: 69fd9df447f34ce924e09012. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-Omni-30B (MoE)"}. This record does not assert independent reproduction. ### SARSteer ASR: 5.2. Result ID: 69fd9df447f34ce924e09013. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-Omni-30B (MoE)"}. This record does not assert independent reproduction. ### AdaShield ASR: 3.6. Result ID: 69fd9df447f34ce924e09011. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-Omni-30B (MoE)"}. This record does not assert independent reproduction. ### AdaShield ASR: 2.4. Result ID: 69fd9df447f34ce924e09017. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Voxtral-Mini-3B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.