Speech Recognition on TIMIT

Metric: Percentage error (lower is better)

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#	Model↕	Percentage error▲	Extra Data	Paper	Date↕	Code
1	wav2vec 2.0	8.3	Yes	wav2vec 2.0: A Framework for Self-Supervised Lea...	2020-06-20	Code
2	vq-wav2vec	11.6	Yes	vq-wav2vec: Self-Supervised Learning of Discrete...	2019-10-12	Code
3	LiGRU + Dropout + BatchNorm + Monophone Reg	14.2	No	The PyTorch-Kaldi Speech Recognition Toolkit	2018-11-19	Code
4	LSTM + Dropout + BatchNorm + Monophone Reg	14.5	No	The PyTorch-Kaldi Speech Recognition Toolkit	2018-11-19	Code
5	wav2vec	14.7	Yes	wav2vec: Unsupervised Pre-training for Speech Re...	2019-04-11	Code
6	GRU + Dropout + BatchNorm + Monophone Reg	14.9	No	The PyTorch-Kaldi Speech Recognition Toolkit	2018-11-19	Code
7	Li-GRU + fMLLR features	14.9	No	Light Gated Recurrent Units for Speech Recognition	2018-03-26	Code
8	RNN + Dropout + BatchNorm + Monophone Reg	15.9	No	The PyTorch-Kaldi Speech Recognition Toolkit	2018-11-19	Code
9	LSTM	16	No	The PyTorch-Kaldi Speech Recognition Toolkit	2018-11-19	Code
10	Li-GRU	16.3	No	The PyTorch-Kaldi Speech Recognition Toolkit	2018-11-19	Code
11	Hierarchical maxout CNN + Dropout	16.5	No	-	-	-
12	RNN	16.5	No	The PyTorch-Kaldi Speech Recognition Toolkit	2018-11-19	Code
13	GRU	16.6	No	The PyTorch-Kaldi Speech Recognition Toolkit	2018-11-19	Code
14	CNN in time and frequency + dropout, 17.6% w/o dropout	16.7	No	-	-	-
15	Light Gated Recurrent Units	16.7	No	Light Gated Recurrent Units for Speech Recognition	2018-03-26	Code
16	RNN-CRF on 24(x3) MFSC	17.3	No	Segmental Recurrent Neural Networks for End-to-e...	2016-03-01	-
17	Bi-RNN + Attention	17.6	No	Attention-Based Models for Speech Recognition	2015-06-24	Code
18	Bi-LSTM + skip connections w/ CTC	17.7	No	Speech Recognition with Deep Recurrent Neural Ne...	2013-03-22	Code
19	QCNN-10L-256FM	19.64	No	Quaternion Convolutional Neural Networks for End...	2018-06-20	Code
20	Soft Monotonic Attention (ours, offline)	20.1	No	Online and Linear-Time Attention by Enforcing Mo...	2017-04-03	Code
21	LAS multitask with indicators sampling	20.4	No	Attention model for articulatory features detect...	2019-07-02	Code
22	LSNN	33.2	No	Long short-term memory and learning-to-learn in ...	2018-03-26	Code