# Harmfulness Evaluation on Figstep-audio Harmful Source: [Harmfulness Evaluation on Figstep-audio Harmful]() Collection index: [llms.txt]() Data updated: 2026-05-08T08:27:22.954Z Evaluation of model performance on the Figstep-audio Harmful dataset for Harmfulness Evaluation, measured using metrics like 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) | Figstep-audio Harmful | | Metric | ASR | | 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 - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | ASR | Result date | Report paper | | --- | --- | --- | --- | | MDSteer-c2r | 90.8 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-h2s | 84 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-h2s | 72.4 | Not recorded | 68fa7c5d1e209131cea8dc06 | | RRS | 52.4 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 51.6 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 51.6 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-c2r | 30.71 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 30 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 19.6 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 15.6 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 12 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 10.8 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 10.8 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 10 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 0 | Not recorded | 68fa7c5d1e209131cea8dc06 | ### MDSteer-c2r ASR: 90.8. Result ID: 69fd9df447f34ce924e0901e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### MDSteer-h2s ASR: 84. Result ID: 69fd9df447f34ce924e0901d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### MDSteer-h2s ASR: 72.4. Result ID: 69fd9df447f34ce924e09023. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### RRS ASR: 52.4. Result ID: 69fd9df447f34ce924e09063. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense runtime (s)":"1145"}. This record does not assert independent reproduction. ### No Defense ASR: 51.6. Result ID: 69fd9df447f34ce924e0901a. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### No Defense ASR: 51.6. Result ID: 69fd9df447f34ce924e09062. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDSteer-c2r ASR: 30.71. Result ID: 69fd9df447f34ce924e09024. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### AdaShield ASR: 30. Result ID: 69fd9df447f34ce924e0901b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### FSD ASR: 19.6. Result ID: 69fd9df447f34ce924e09022. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### No Defense ASR: 15.6. Result ID: 69fd9df447f34ce924e09020. [Reporting paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### FSD ASR: 12. Result ID: 69fd9df447f34ce924e0901c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### SARSteer ASR: 10.8. Result ID: 69fd9df447f34ce924e0901f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### SARSteer ASR: 10.8. Result ID: 69fd9df447f34ce924e09064. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense runtime (s)":"266"}. This record does not assert independent reproduction. ### SARSteer ASR: 10. Result ID: 69fd9df447f34ce924e09025. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### AdaShield ASR: 0. Result ID: 69fd9df447f34ce924e09021. [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.