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Browse › Computer Vision › Keyword Spotting › Google Speech Commands

Keyword Spotting archive 2025-07-28

Google Speech Commands Benchmark (Keyword Spotting)

42 rows 30 with code listed 13 metrics Dataset page

In speech processing, keyword spotting deals with the identification of keywords in utterances.

The archive carries no text for this table; the description above is the archive's text for the task Keyword Spotting. archive 2025-07-28

Over time archive 2025-07-28

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: % Test Accuracy (higher is better). Not inferred (points only, no best-so-far line): Google Speech Commands V1 12, Google Speech Commands V2 12, Google Speech Commands V2 2, Google Speech Commands V2 20, Google Speech Commands V2 35, Google Speech Commands V1 2, Google Speech Commands V1 20, Google Speech Commands V1 35, Google Speech Commands V1 6, 10-keyword Speech Commands dataset, Google Speech Command-Musan, Google Speech Commands. Points are placed at the row's paper date; 42 of 42 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

Paper Code Ran Syntology Report
1 TripletLoss-res15 98.5698.3797.0 – Paper Code 2021 linked, not harvested report
2 BC-ResNet-8 98.098.7 – Paper Code 2021 linked, not harvested report
3 Wav2KWS 97.998.597.8 – Paper Code 2021 linked, not harvested report
4 res 8 97.8 – Paper Code 2020 linked, not harvested report
5 KWT-3 97.49 ±0.1598.56 ±0.0797.69 ±0.09 – Paper Code 2021 1 of 16 ran · 15 unverified report
6 MatchboxNet-3x2x64 97.4897.63 – Paper Code 2020 linked, not harvested report
7 ConvMixer 97.398.2 – Paper Code 2022 linked, not harvested report
8 KWT-2 97.27 ±0.0898.43±0.0897.74 ±0.03 – Paper Code 2021 1 of 16 ran · 15 unverified report
9 KWT-1 97.26±0.1898.08±0.1096.95±0.14 – Paper Code 2021 1 of 16 ran · 15 unverified report
10 MHAtt-RNN 97.298 – Paper Code 2020 0 of 1 ran · 1 unverified report
11 NAS1 97.06 – Paper – 2020 no code linked report
12 SSAMBA 96.997.4 – Paper Code 2024 5 of 8 ran · 3 unverified report
13 Attention RNN 95.696.999.494.593.999.294.194.3 – Paper Code 2018 2 of 3 ran · 1 unverified report
14 DS-CNN 94.4 – Paper Code 2017 linked, not harvested report
15 GRU 93.5 ✓ Paper Code 2017 linked, not harvested report
16 LSTM 92.9 ✓ Paper Code 2017 linked, not harvested report
17 Basic LSTM 92.0 – Paper Code 2017 linked, not harvested report
18 DNN 91.6 – Paper Code 2017 linked, not harvested report
19 CNN 84.6 – Paper Code 2017 linked, not harvested report
20 WaveFormer 98.899.1 – Paper – 2024 no code linked report
21 EdgeCRNN 2.0× 98.05 – Paper – 2021 no code linked report
22 Embedding + Head 97.7 – Paper Code 2020 linked, not harvested report
23 Head without Embedding 97.4 – Paper Code 2020 linked, not harvested report
24 TC-ResNet14-1.5 96.6 – Paper Code 2019 linked, not harvested report
25 End-to-end KWS model 95.55 – Paper – 2021 no code linked report
26 MicroNet-KWS-L 95.3 – Paper Code 2020 linked, not harvested report
27 DenseNet-BiLTSM 96.6 – Paper – 2019 no code linked report
28 LSTM 93.72 – Paper – 2019 no code linked report
29 QNN 98.6098.53 – Paper Code 2023 linked, not harvested report
30 M2D 98.5 – Paper Code 2022 3 of 3 ran · 0 unverified report
31 EAT-S 98.15 – Paper Code 2022 linked, not harvested report
32 Audio Spectrogram Transformer 98.11 – Paper Code 2021 0 of 3 ran · 3 unverified report
33 HTS-AT 98.0 – Paper Code 2022 4 of 9 ran · 5 unverified report
34 KW-MLP 97.56 – Paper Code 2021 0 of 10 ran · 10 unverified report
35 ImportantAug 9586.7 – Paper Code 2021 linked, not harvested report
36 NAS2 97.22 – Paper – 2020 no code linked report
37 Quantum CNN 95.12 – Paper Code 2020 1 of 2 ran · 1 unverified report
38 TDNN 94.3 – Paper – 2018 no code linked report
39 PATE-AAE (Differentially-Private) 92.37 – Paper – 2021 no code linked report
40 res8 w/ SSN(S=4, A=Sub) 95.4% ±0.22 – Paper – 2021 no code linked report
41 res15 w/ SSN(S=4, A=Sub) 96.8% ±0.13 – Paper – 2021 no code linked report
42 res15 w/ SSN(S=4, A=Sub) (2019) 97.5% ±0.15 – Paper – 2021 no code linked report

All 42 rows shown. 42 link to a paper page on this site; 2 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 11 rows have a graph line, from 9 distinct papers; 8 rows (6 papers) have at least one sample that ran. Counting each paper once: Syntology ran 16 of 55 samples; 39 unverified. Separately, 7 of those 55 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

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