# Speech Command Recognition on Google Speech Command (GSC) v2 (test)

Source: [Speech Command Recognition on Google Speech Command (GSC) v2 (test)](<https://www.sota2.com/research/sota/speech-command-recognition-on-google-speech-command-gsc-v2-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:42:16.321Z

Evaluation of Speech Command Recognition performance on the test split of the Google Speech Commands dataset version 2.

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) | Google Speech Command (GSC) v2 (test) |
| Metric | Error Rate |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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](<https://www.sota2.com/research/sota/speech-command-recognition-on-google-speech-command-gsc-v2-test.md?metric=Error%20Rate>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| ImportantAug | 0.05 | Not recorded | 68fa6bd41e209131cea3061d |
| Null ImportantAug | 0.0612 | Not recorded | 68fa6bd41e209131cea3061d |
| Conventional noise augmentation | 0.0652 | Not recorded | 68fa6bd41e209131cea3061d |
| No augmentation | 0.067 | Not recorded | 68fa6bd41e209131cea3061d |

### ImportantAug

Error Rate: 0.05. Result ID: 698ea40dffc3901de09f621a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bd41e209131cea3061d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd41e209131cea3061d.md>)

[Implementation](<https://github.com/tvanh512/importantAug>)

Recorded evaluation configuration: {"Initial SNR (dB)":"-12.5"}. This record does not assert independent reproduction.

### Null ImportantAug

Error Rate: 0.0612. Result ID: 698ea40dffc3901de09f621b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bd41e209131cea3061d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd41e209131cea3061d.md>)

[Implementation](<https://github.com/tvanh512/importantAug>)

Recorded evaluation configuration: {"Initial SNR (dB)":"-12.5"}. This record does not assert independent reproduction.

### Conventional noise augmentation

Error Rate: 0.0652. Result ID: 698ea40dffc3901de09f6219.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bd41e209131cea3061d.md>)

Recorded evaluation configuration: {"Initial SNR (dB)":"15.0"}. This record does not assert independent reproduction.

### No augmentation

Error Rate: 0.067. Result ID: 698ea40dffc3901de09f6218.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bd41e209131cea3061d.md>)

Recorded evaluation configuration: {"Initial SNR (dB)":"∞"}. This record does not assert independent reproduction.

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