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ResearchFormerly WizWand

Keyword Spotting

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Google Speech Commands (test)

98Accuracy

71

Mar 20, 2026

Google Speech Commands v1 (test)

98Accuracy

68

Feb 26, 2026

Speech Commands V2

98.8Accuracy

61

Feb 26, 2026

LibriPhrase Easy (LPE)

0.45EER

51

Jun 11, 2026

Google Speech Commands V2 (test)

98.7Accuracy

49

Jun 18, 2026

FC-128 SNN (BP)

92.79Accuracy

47

Feb 26, 2026

Google Speech Commands V2-35

98.11Accuracy

42

Feb 26, 2026

PMeta-TLA (t=3)

99.67ASR

40

Jul 3, 2026

LibriPhrase Hard (LPH)

0.075EER

25

Jun 11, 2026

Speech Commands KS1 v1

98.8Accuracy

24

Feb 26, 2026

Google Speech Commands

97.21Accuracy

23

Feb 26, 2026

Speech Commands KS2 v2

98.9Accuracy

23

Feb 26, 2026

94.67Top-1 Accuracy

22

Feb 26, 2026

Google Speech Commands Google12 V2 (test)

95.7Accuracy

22

Feb 26, 2026

Google Speech Commands corrupted with MS-SNSD noise v2 (test)

81.46Macro F1 Score

21

Mar 9, 2026

Google Speech Commands corrupted with ESC-50 noise v2 (test)

84.51Macro F1

21

Mar 9, 2026

GSC (Google Speech Commands)

97Normalized Score

20

Mar 10, 2026

97DET@1%

20

Feb 26, 2026

98.4Accuracy

19

Feb 26, 2026

Google Speech Commands V2-12 2018

98.56Accuracy

16

Feb 26, 2026

74.66Accuracy

15

Feb 26, 2026

96.9Accuracy

14

Feb 26, 2026

Google Speech Commands 12 classes v1 (test)

SRE + Linear single

99.28Accuracy

13

Feb 26, 2026

Google Speech Commands KWS All 2018 (test)

91.82Accuracy

12

May 13, 2026

Google Speech Commands KWS Digits (test)

96.34Accuracy

12

May 13, 2026