# Speech Command Recognition on GSC-MUSAN (test) Source: [Speech Command Recognition on GSC-MUSAN (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:16.501Z Evaluation of Speech Command Recognition performance on the test split of the GSC-MUSAN dataset. 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 | Speech Command Recognition | | Dataset (including any stated split) | GSC-MUSAN (test) | | Metric | Error Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 28 of 28 | | 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 - [Error Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Error Rate | Result date | Report paper | | --- | --- | --- | --- | | ImportantAug | 5.1 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 5.2 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 5.7 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 6 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 6.2 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 6.4 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 6.6 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 6.9 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 7.3 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 7.3 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 7.4 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 8.4 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 8.5 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 10.8 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 11.5 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 13.3 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 15 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 21 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 26.3 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 35 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 37 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 43.5 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 45.2 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 45.2 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 57.7 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 65.8 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 72.7 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 77.6 | Not recorded | 68fa6bd41e209131cea3061d | ### ImportantAug Error Rate: 5.1. Result ID: 698ea40dffc3901de09f624c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"40"}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 5.2. Result ID: 698ea40dffc3901de09f624b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"30"}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 5.7. Result ID: 698ea40dffc3901de09f624a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"20"}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 6. Result ID: 698ea40dffc3901de09f6253. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"40"}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 6.2. Result ID: 698ea40dffc3901de09f6252. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"30"}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 6.4. Result ID: 698ea40dffc3901de09f6245. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"40"}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 6.6. Result ID: 698ea40dffc3901de09f6244. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"30"}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 6.9. Result ID: 698ea40dffc3901de09f6251. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"20"}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 7.3. Result ID: 698ea40dffc3901de09f623e. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"40"}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 7.3. Result ID: 698ea40dffc3901de09f6243. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"20"}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 7.4. Result ID: 698ea40dffc3901de09f6249. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"10"}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 8.4. Result ID: 698ea40dffc3901de09f623d. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"30"}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 8.5. Result ID: 698ea40dffc3901de09f6250. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"10"}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 10.8. Result ID: 698ea40dffc3901de09f6242. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"10"}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 11.5. Result ID: 698ea40dffc3901de09f623c. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"20"}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 13.3. Result ID: 698ea40dffc3901de09f6248. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"0"}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 15. Result ID: 698ea40dffc3901de09f624f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"0"}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 21. Result ID: 698ea40dffc3901de09f623b. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"10"}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 26.3. Result ID: 698ea40dffc3901de09f6241. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"0"}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 35. Result ID: 698ea40dffc3901de09f6247. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"-10"}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 37. Result ID: 698ea40dffc3901de09f624e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"-10"}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 43.5. Result ID: 698ea40dffc3901de09f6246. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"-12.5"}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 45.2. Result ID: 698ea40dffc3901de09f623a. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"0"}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 45.2. Result ID: 698ea40dffc3901de09f624d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":"-12.5"}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 57.7. Result ID: 698ea40dffc3901de09f6240. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"-10"}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 65.8. Result ID: 698ea40dffc3901de09f623f. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"-12.5"}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 72.7. Result ID: 698ea40dffc3901de09f6239. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"-10"}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 77.6. Result ID: 698ea40dffc3901de09f6238. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":"-12.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.