SOTA Speech Recognition on Hub5'00 SWB (test) and PapersWithCode

6.7WER

ResNet+LSTM1+LSTM2

Updated 1mo ago

Evaluation Results

Method	Links
ResNet+LSTM1+LSTM2 2017.03		6.7
ResNet+LSTM2 2017.03		6.8
LAS + SpecAugment (SM) 2019.04		6.8
LAS + SpecAugment (SS) 2019.04		7.1
LSTM2 (Feat. fusion) 2017.03		7.2
LAS + SpecAugment (SM) 2019.04		7.2
LAS + SpecAugment (SS) 2019.04		7.3
LSTM1 (SA-MTL) 2017.03		7.6
ResNet 2017.03		7.6
This system 2015.05		8
hybrid 2018.05		8.3
Zeyer et al. [24] 2019.04		8.3
Hadian et al. 2019.04		9.3
LF MMI 2018.05		9.6
Povey et al. 2019.04		9.6
hybrid 2018.05		9.8
MLP/CNN+I-Vector 2014.12		10.4
Soltau et al. 2015.05		10.4
LAS (Ours) 2019.04		10.9
Zeyer et al. [38] 2019.04		11
LAS (Ours) 2019.04		11.2
CNN-HMM 2014.12		11.5
WDX 2015.09		11.8
attention model 2018.05		11.8
Zeyer et al. [24] 2019.04		11.8
VDX 2015.09		11.9
Zeyer et al. [38] 2019.04		11.9
WDX 2015.09		12.2
Weng et al. 2019.04		12.2
VDX 2015.09		12.3
DNN-HMM sMBR 2014.12		12.6
Deep Speech 2014.12		12.6
Vesely et al. 2015.05		12.6
Hannun et al. 2015.05		12.6
Veselý et al. 2019.04		12.9
Seide et al. 2015.05		13.1
VCX 2015.09		13.1
attention model 2018.05		13.1
Zeyer et al. [24] 2019.04		13.1
Classic 512 2015.09		13.2
DNN-HMM sMBR HF 2014.12		13.3
attention model 2018.05		13.5
Classic 256 ReLU 2015.09		13.8
CTC 2018.05		14
Zweig et al. 2019.04		14
LAS + SpecAugment (SS) 2019.04		14
LAS + SpecAugment (SM) 2019.04		14.1
Zhou et al. 2015.05		14.2
Maas et al. 2015.05		14.3
LAS + SpecAugment (SS) 2019.04		14.4
DNN-HMM 2014.12		14.6
Audhkhasi et al. [45] 2019.04		14.6
LAS + SpecAugment (SM) 2019.04		14.6
Maas et al. 2015.05		15
DNN-HMM 2014.12		16
CD-DNN 2014.12		16.1
Zeyer et al. [24] 2019.04		17.3
GMM-HMM BMMI 2014.12		18.6
Hadian et al. 2019.04		18.9
Povey et al. 2019.04		19.3
LAS (Ours) 2019.04		19.4
CTC 2018.05		19.8
Deep Speech 2014.12		20
CTC 2018.05		20
Audhkhasi et al. [44] 2019.04		20.8
CTC 2018.05		21.4
LAS (Ours) 2019.04		21.6
attention 2018.05		23.1
Toshniwal et al. 2019.04		23.1
Zeyer et al. [38] 2019.04		23.1
Weng et al. 2019.04		23.3
Audhkhasi et al. [45] 2019.04		23.6
Zeyer et al. [38] 2019.04		23.7
Veselý et al. 2019.04		24.5
CTC 2018.05		24.7
Zweig et al. 2019.04		24.7
Zweig et al. 2019.04		25.3
Zeyer et al. [24] 2019.04		25.7
attention 2018.05		25.8
Lu et al. 2019.04		25.8
Zeyer et al. [24] 2019.04		26.1
attention 2018.05		26.8
Lu et al. 2019.04		26.8
Audhkhasi et al. [44] 2019.04		30.4
attention 2018.05		30.5
attention 2018.05		32.8
Zweig et al. 2019.04		37.1
CTC 2018.05		38
Toshniwal et al. 2019.04		40.8
Lu et al. 2019.04		46
Lu et al. 2019.04		48.2