# Speech Command Recognition on GSC-QUT (test) Source: [Speech Command Recognition on GSC-QUT (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:16.339Z Evaluation of Speech Command Recognition performance on the test split of the GSC-QUT 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-QUT (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 | 4.8 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 5.1 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 5.8 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 6 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 6.1 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 6.2 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 6.5 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 6.8 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 7 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 7.3 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 7.4 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 8.9 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 9.6 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 10 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 12.9 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 20.8 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 23.5 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 24.8 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 42 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 55.8 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 61.3 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 61.6 | Not recorded | 68fa6bd41e209131cea3061d | | ImportantAug | 72 | Not recorded | 68fa6bd41e209131cea3061d | | Null ImportantAug | 72.3 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 83.5 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 87.3 | Not recorded | 68fa6bd41e209131cea3061d | | Noise aug. (SNR 15) | 89 | Not recorded | 68fa6bd41e209131cea3061d | | No aug. (baseline) | 90.9 | Not recorded | 68fa6bd41e209131cea3061d | ### ImportantAug Error Rate: 4.8. Result ID: 698ea40dffc3901de09f6230. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":40}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 5.1. Result ID: 698ea40dffc3901de09f622f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":30}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 5.8. Result ID: 698ea40dffc3901de09f622e. [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: 698ea40dffc3901de09f6237. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":40}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 6.1. Result ID: 698ea40dffc3901de09f6236. [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: 6.2. Result ID: 698ea40dffc3901de09f6229. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":40}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 6.5. Result ID: 698ea40dffc3901de09f6228. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":30}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 6.8. Result ID: 698ea40dffc3901de09f6235. [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. Result ID: 698ea40dffc3901de09f6222. [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: 698ea40dffc3901de09f6227. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":20}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 7.4. Result ID: 698ea40dffc3901de09f6221. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":30}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 8.9. Result ID: 698ea40dffc3901de09f622d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":10}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 9.6. Result ID: 698ea40dffc3901de09f6220. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":20}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 10. Result ID: 698ea40dffc3901de09f6234. [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: 12.9. Result ID: 698ea40dffc3901de09f6226. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":10}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 20.8. Result ID: 698ea40dffc3901de09f621f. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":10}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 23.5. Result ID: 698ea40dffc3901de09f622c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":0}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 24.8. Result ID: 698ea40dffc3901de09f6233. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":0}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 42. Result ID: 698ea40dffc3901de09f6225. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":0}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 55.8. Result ID: 698ea40dffc3901de09f621e. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":0}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 61.3. Result ID: 698ea40dffc3901de09f622b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":-10}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 61.6. Result ID: 698ea40dffc3901de09f6232. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":-10}. This record does not assert independent reproduction. ### ImportantAug Error Rate: 72. Result ID: 698ea40dffc3901de09f622a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Test SNR":-12.5}. This record does not assert independent reproduction. ### Null ImportantAug Error Rate: 72.3. Result ID: 698ea40dffc3901de09f6231. [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: 83.5. Result ID: 698ea40dffc3901de09f6224. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":-10}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 87.3. Result ID: 698ea40dffc3901de09f621d. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":-10}. This record does not assert independent reproduction. ### Noise aug. (SNR 15) Error Rate: 89. Result ID: 698ea40dffc3901de09f6223. [Reporting paper]() Recorded evaluation configuration: {"Test SNR":-12.5}. This record does not assert independent reproduction. ### No aug. (baseline) Error Rate: 90.9. Result ID: 698ea40dffc3901de09f621c. [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.