# Keyword Spotting on 2000 hours (test)

Source: [Keyword Spotting on 2000 hours (test)](<https://www.sota2.com/research/sota/keyword-spotting-on-2000-hours-test>)

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

Data updated: 2026-02-26T05:44:59.995Z

Evaluation of Keyword Spotting performance using the test split of the 2000 hours dataset, measured by False Rejection Rate (FRR).

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) | 2000 hours (test) |
| Metric | FRR |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [FRR](<https://www.sota2.com/research/sota/keyword-spotting-on-2000-hours-test.md?metric=FRR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | FRR | Result date | Report paper |
| --- | --- | --- | --- |
| End-to-end trained DNN-HMM | 1.13 | Not recorded | 68fa69561e209131cea21a2c |
| S1DCNN | 1.18 | Not recorded | 68fa69561e209131cea21a2c |
| Independently trained DNN-HMM | 3.95 | Not recorded | 68fa69561e209131cea21a2c |

### End-to-end trained DNN-HMM

FRR: 1.13. Result ID: 698da4bf8b517eb43322d8de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69561e209131cea21a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69561e209131cea21a2c.md>)

Recorded evaluation configuration: {"end-to-end":"yes","No. of params":"13979","FA/hr":"15"}. This record does not assert independent reproduction.

### S1DCNN

FRR: 1.18. Result ID: 698da4bf8b517eb43322d8dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69561e209131cea21a2c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68151e209131cea1a0c3.md>)

Recorded evaluation configuration: {"end-to-end":"yes","No. of params":"13993","FA/hr":"15"}. This record does not assert independent reproduction.

### Independently trained DNN-HMM

FRR: 3.95. Result ID: 698da4bf8b517eb43322d8dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69561e209131cea21a2c.md>)

Recorded evaluation configuration: {"end-to-end":"no","No. of params":"13979","FA/hr":"15"}. This record does not assert independent reproduction.

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