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Papers Benchmarks Datasets Tasks

Keyword Spotting research benchmarks – Page 3 · SOTA2 Research

Keyword Spotting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

In-house dataset 10 dB SNR (noisy)

5.8FRR

5

Feb 26, 2026

In-house dataset (clean)

3.1FRR

5

Feb 26, 2026

Speech Commands

94.7Accuracy

4

Mar 16, 2026

Speech Commands v2 (val)

0.063Hypervolume (HV)

4

Feb 26, 2026

Centaurus (hybrid)

98.53Accuracy

4

Feb 26, 2026

Speech Commands v2 (fine-tuning)

96.83Accuracy

3

Jun 9, 2026

2.1Inference Latency (ms)

3

May 1, 2026

SCD (Speech Commands) (test)

5.66Latency (Base) (ms)

3

Apr 30, 2026

2000 hours (test)

End-to-end trained DNN-HMM

1.13FRR

3

Feb 26, 2026

Speech Commands 10-keyword (original)

5.7Error Rate

3

Feb 26, 2026

86.42AUC

2

Mar 20, 2026

Accent-KWS (AC)

71.45AUC

2

Mar 20, 2026

Wenet-Phrase (WPE)

99.81AUC

2

Mar 20, 2026

Wenet-Phrase (WPH)

85.84AUC

2

Mar 20, 2026

Speech Commands (test)

86.56Accuracy

2

Mar 18, 2026

Speech Commands (val)

87.62Accuracy

2

Mar 18, 2026

SpeechCommands raw (test)

71.66Accuracy (0% Drop)

2

Feb 26, 2026

Speech Commands 10-keyword (derivative)

15.2Error Rate

2

Feb 26, 2026

Google Speech Commands reduced (4 keywords: up, down, left, right) (test)

0Recall Average

1

Feb 26, 2026

—

—MAC

0

Feb 26, 2026

Page 3 of 3

Popular datasets

Google Speech Commands Speech Commands GSC LibriPhrase GSC-C

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