# Keyword Spotting on Speech Commands (test)

Source: [Keyword Spotting on Speech Commands (test)](<https://www.sota2.com/research/sota/keyword-spotting-on-speech-commands-test>)

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

Data updated: 2026-03-18T08:38:29.331Z

Evaluation of Keyword Spotting performance using the test split of the Speech Commands dataset, measured by accuracy.

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 | Keyword Spotting |
| Dataset (including any stated split) | Speech Commands (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/keyword-spotting-on-speech-commands-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| BaselineMLP | 86.56 | Not recorded | 69ba31870636e5bf4afc07a6 |
| DynamicGateMLP | 86.54 | Not recorded | 69ba31870636e5bf4afc07a6 |

### BaselineMLP

Accuracy: 86.56. Result ID: 69ba646747f34ce924a45239.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31870636e5bf4afc07a6.md>)

Recorded evaluation configuration: {"RelMAC":"1.000","MACs (baseline -\> gated)":"973,824 → 973,824"}. This record does not assert independent reproduction.

### DynamicGateMLP

Accuracy: 86.54. Result ID: 69ba646747f34ce924a4523a.

[Reporting paper](<https://www.sota2.com/research/paper/69ba31870636e5bf4afc07a6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ba31870636e5bf4afc07a6.md>)

Recorded evaluation configuration: {"Gate open (g1/g2)":"0.924 / 0.820","RelMAC":"0.989","MACs (baseline -\> gated)":"973,824 → 963,287"}. This record does not assert independent reproduction.

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