OpenCodePapers

speech-recognition-on-timit

Speech Recognition
Dataset Link
Results over time
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Leaderboard
PaperCodePercentage errorModelNameReleaseDate
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations✓ Link8.3wav2vec 2.02020-06-20
vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations✓ Link11.6vq-wav2vec2019-10-12
The PyTorch-Kaldi Speech Recognition Toolkit✓ Link14.2LiGRU + Dropout + BatchNorm + Monophone Reg2018-11-19
The PyTorch-Kaldi Speech Recognition Toolkit✓ Link14.5LSTM + Dropout + BatchNorm + Monophone Reg2018-11-19
wav2vec: Unsupervised Pre-training for Speech Recognition✓ Link14.7wav2vec2019-04-11
The PyTorch-Kaldi Speech Recognition Toolkit✓ Link14.9GRU + Dropout + BatchNorm + Monophone Reg2018-11-19
Light Gated Recurrent Units for Speech Recognition✓ Link14.9Li-GRU + fMLLR features2018-03-26
The PyTorch-Kaldi Speech Recognition Toolkit✓ Link15.9RNN + Dropout + BatchNorm + Monophone Reg2018-11-19
The PyTorch-Kaldi Speech Recognition Toolkit✓ Link16.0LSTM2018-11-19
The PyTorch-Kaldi Speech Recognition Toolkit✓ Link16.3Li-GRU2018-11-19
[]()16.5Hierarchical maxout CNN + Dropout
The PyTorch-Kaldi Speech Recognition Toolkit✓ Link16.5RNN2018-11-19
The PyTorch-Kaldi Speech Recognition Toolkit✓ Link16.6GRU2018-11-19
[]()16.7CNN in time and frequency + dropout, 17.6% w/o dropout
Light Gated Recurrent Units for Speech Recognition✓ Link16.7Light Gated Recurrent Units2018-03-26
Segmental Recurrent Neural Networks for End-to-end Speech Recognition17.3RNN-CRF on 24(x3) MFSC2016-03-01
Attention-Based Models for Speech Recognition✓ Link17.6Bi-RNN + Attention2015-06-24
Speech Recognition with Deep Recurrent Neural Networks✓ Link17.7Bi-LSTM + skip connections w/ CTC2013-03-22
Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition✓ Link19.64QCNN-10L-256FM2018-06-20
Online and Linear-Time Attention by Enforcing Monotonic Alignments✓ Link20.1Soft Monotonic Attention (ours, offline)2017-04-03
Attention model for articulatory features detection✓ Link20.4LAS multitask with indicators sampling2019-07-02
Long short-term memory and learning-to-learn in networks of spiking neurons✓ Link33.2LSNN2018-03-26