# Harmfulness Evaluation on SORRY-Bench audio Source: [Harmfulness Evaluation on SORRY-Bench audio]() Collection index: [llms.txt]() Data updated: 2026-05-08T08:27:22.996Z Evaluation of model performance on the SORRY-Bench audio dataset, focusing on Harmfulness Evaluation, measured by 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) | SORRY-Bench audio | | Metric | ASR Accuracy | | 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 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | ASR Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MDSteer-c2r | 78.41 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-h2s | 75.45 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-h2s | 55 | Not recorded | 68fa7c5d1e209131cea8dc06 | | RRS | 38.41 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 27.5 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 27.5 | Not recorded | 68fa7c5d1e209131cea8dc06 | | MDSteer-c2r | 21.59 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 20.45 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 13.41 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 13.41 | Not recorded | 68fa7c5d1e209131cea8dc06 | | No Defense | 12.5 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 11.14 | Not recorded | 68fa7c5d1e209131cea8dc06 | | FSD | 10.55 | Not recorded | 68fa7c5d1e209131cea8dc06 | | SARSteer | 6.14 | Not recorded | 68fa7c5d1e209131cea8dc06 | | AdaShield | 0.23 | Not recorded | 68fa7c5d1e209131cea8dc06 | ### MDSteer-c2r ASR Accuracy: 78.41. Result ID: 69fd9df447f34ce924e0902a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### MDSteer-h2s ASR Accuracy: 75.45. Result ID: 69fd9df447f34ce924e09029. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### MDSteer-h2s ASR Accuracy: 55. Result ID: 69fd9df447f34ce924e0902f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### RRS ASR Accuracy: 38.41. Result ID: 69fd9df447f34ce924e09066. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense runtime (s)":"1145"}. This record does not assert independent reproduction. ### No Defense ASR Accuracy: 27.5. Result ID: 69fd9df447f34ce924e09026. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### No Defense ASR Accuracy: 27.5. Result ID: 69fd9df447f34ce924e09065. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDSteer-c2r ASR Accuracy: 21.59. Result ID: 69fd9df447f34ce924e09030. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### AdaShield ASR Accuracy: 20.45. Result ID: 69fd9df447f34ce924e09027. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### SARSteer ASR Accuracy: 13.41. Result ID: 69fd9df447f34ce924e0902b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### SARSteer ASR Accuracy: 13.41. Result ID: 69fd9df447f34ce924e09067. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense runtime (s)":"266"}. This record does not assert independent reproduction. ### No Defense ASR Accuracy: 12.5. Result ID: 69fd9df447f34ce924e0902c. [Reporting paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### FSD ASR Accuracy: 11.14. Result ID: 69fd9df447f34ce924e0902e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### FSD ASR Accuracy: 10.55. Result ID: 69fd9df447f34ce924e09028. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2-Audio"}. This record does not assert independent reproduction. ### SARSteer ASR Accuracy: 6.14. Result ID: 69fd9df447f34ce924e09031. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Kimi-Audio"}. This record does not assert independent reproduction. ### AdaShield ASR Accuracy: 0.23. Result ID: 69fd9df447f34ce924e0902d. [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.