Pushing the Limits of Semi-Supervised Learning for Automatic Speech Recognition

20 October 2020

Papers citing "Pushing the Limits of Semi-Supervised Learning for Automatic Speech Recognition"

42 / 42 papers shown

Title
Fotheidil: an Automatic Transcription System for the Irish Language Liam Lonergan Ibon Saratxaga John Sloan Oscar Maharog Mengjie Qian Neasa Ní Chiaráin Christer Gobl A. N. Chasaide 60 0 0 03 Jan 2025
Analysis of High-dimensional Gaussian Labeled-unlabeled Mixture Model via Message-passing Algorithm Xiaosi Gu Tomoyuki Obuchi 100 0 0 29 Nov 2024
LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging Charilaos Papaioannou Emmanouil Benetos Alexandros Potamianos 133 0 0 17 Sep 2024
GigaSpeech 2: An Evolving, Large-Scale and Multi-domain ASR Corpus for Low-Resource Languages with Automated Crawling, Transcription and Refinement Yifan Yang Zheshu Song Jianheng Zhuo Mingyu Cui Jinpeng Li ... Shuai Fan Kai Yu Wei Zhang Guoguo Chen Xie Chen 86 11 0 17 Jun 2024
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 225 5,767 0 20 Jun 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 78 651 0 11 Jun 2020
Improved Noisy Student Training for Automatic Speech Recognition Daniel S. Park Yu Zhang Ye Jia Wei Han Chung-Cheng Chiu Yue Liu Yonghui Wu Quoc V. Le 87 242 0 19 May 2020
Conformer: Convolution-augmented Transformer for Speech Recognition Anmol Gulati James Qin Chung-Cheng Chiu Niki Parmar Yu Zhang ... Wei Han Shibo Wang Zhengdong Zhang Yonghui Wu Ruoming Pang 210 3,119 0 16 May 2020
ContextNet: Improving Convolutional Neural Networks for Automatic Speech Recognition with Global Context Wei Han Zhengdong Zhang Yu Zhang Jiahui Yu Chung-Cheng Chiu James Qin Anmol Gulati Ruoming Pang Yonghui Wu 61 263 0 07 May 2020
Semi-Supervised Speech Recognition via Local Prior Matching Wei-Ning Hsu Ann Lee Gabriel Synnaeve Awni Y. Hannun SSL 93 31 0 24 Feb 2020
Transformer Transducer: A Streamable Speech Recognition Model with Transformer Encoders and RNN-T Loss Qian Zhang Han Lu Hasim Sak Anshuman Tripathi Erik McDermott Stephen Koo Shankar Kumar 66 480 0 07 Feb 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 153 3,539 0 21 Jan 2020
Libri-Light: A Benchmark for ASR with Limited or No Supervision Jacob Kahn M. Rivière Weiyi Zheng Evgeny Kharitonov Qiantong Xu ... Tatiana Likhomanenko Gabriel Synnaeve Armand Joulin Abdel-rahman Mohamed Emmanuel Dupoux AuLLM 55 669 0 17 Dec 2019
SpecAugment on Large Scale Datasets Daniel S. Park Yu Zhang Chung-Cheng Chiu Youzheng Chen Yue Liu William Chan Quoc V. Le Yonghui Wu 57 138 0 11 Dec 2019
Deep Contextualized Acoustic Representations For Semi-Supervised Speech Recognition Shaoshi Ling Yuzong Liu Julian Salazar Katrin Kirchhoff SSL 56 139 0 03 Dec 2019
End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures Gabriel Synnaeve Qiantong Xu Jacob Kahn Tatiana Likhomanenko Edouard Grave Vineel Pratap Anuroop Sriram Vitaliy Liptchinsky R. Collobert SSL AI4TS 105 247 0 19 Nov 2019
0-1 phase transitions in sparse spiked matrix estimation Jean Barbier N. Macris 57 15 0 12 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 284 2,384 0 11 Nov 2019
vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations Alexei Baevski Steffen Schneider Michael Auli SSL 130 666 0 12 Oct 2019
State-of-the-Art Speech Recognition Using Multi-Stream Self-Attention With Dilated 1D Convolutions Kyu Jeong Han R. Prieto Kaixing(Kai) Wu T. Ma 114 69 0 01 Oct 2019
Revisiting Self-Training for Neural Sequence Generation Junxian He Jiatao Gu Jiajun Shen MarcÁurelio Ranzato SSL LRM 273 272 0 30 Sep 2019
Self-Training for End-to-End Speech Recognition Jacob Kahn Ann Lee Awni Y. Hannun SSL 58 235 0 19 Sep 2019
S4L: Self-Supervised Semi-Supervised Learning Xiaohua Zhai Avital Oliver Alexander Kolesnikov Lucas Beyer SSL VLM 103 790 0 09 May 2019
RWTH ASR Systems for LibriSpeech: Hybrid vs Attention -- w/o Data Augmentation Christoph Luscher Eugen Beck Kazuki Irie M. Kitza Wilfried Michel Albert Zeyer Ralf Schluter Hermann Ney VLM 101 234 0 08 May 2019
Unsupervised Data Augmentation for Consistency Training Qizhe Xie Zihang Dai Eduard H. Hovy Minh-Thang Luong Quoc V. Le 124 2,314 0 29 Apr 2019
SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition Daniel S. Park William Chan Yu Zhang Chung-Cheng Chiu Barret Zoph E. D. Cubuk Quoc V. Le VLM 159 3,451 0 18 Apr 2019
Jasper: An End-to-End Convolutional Neural Acoustic Model Jason Chun Lok Li Vitaly Lavrukhin Boris Ginsburg Ryan Leary Oleksii Kuchaiev Jonathan M. Cohen Huyen Nguyen R. Gadde DRL VLM AuLLM 48 263 0 05 Apr 2019
An Unsupervised Autoregressive Model for Speech Representation Learning Yu-An Chung Wei-Ning Hsu Hao Tang James R. Glass SSL 74 408 0 05 Apr 2019
Lessons from Building Acoustic Models with a Million Hours of Speech S. Parthasarathi N. Strom 73 88 0 02 Apr 2019
Unsupervised speech representation learning using WaveNet autoencoders J. Chorowski Ron J. Weiss Samy Bengio Aaron van den Oord SSL 72 318 0 25 Jan 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context Zihang Dai Zhilin Yang Yiming Yang J. Carbonell Quoc V. Le Ruslan Salakhutdinov VLM 190 3,721 0 09 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.4K 94,511 0 11 Oct 2018
Adafactor: Adaptive Learning Rates with Sublinear Memory Cost Noam M. Shazeer Mitchell Stern ODL 72 1,043 0 11 Apr 2018
Speech2Vec: A Sequence-to-Sequence Framework for Learning Word Embeddings from Speech Yu-An Chung James R. Glass 3DV 64 184 0 23 Mar 2018
Extracting Domain Invariant Features by Unsupervised Learning for Robust Automatic Speech Recognition Wei-Ning Hsu James R. Glass 36 43 0 07 Mar 2018
Letter-Based Speech Recognition with Gated ConvNets Vitaliy Liptchinsky Gabriel Synnaeve R. Collobert 51 72 0 22 Dec 2017
Searching for Activation Functions Prajit Ramachandran Barret Zoph Quoc V. Le 62 606 0 16 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 626 130,942 0 12 Jun 2017
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin Dario Amodei Rishita Anubhai Eric Battenberg Carl Case Jared Casper ... Chong-Jun Wang Bo Xiao Dani Yogatama J. Zhan Zhenyao Zhu 116 2,969 0 08 Dec 2015
Fast and Accurate Recurrent Neural Network Acoustic Models for Speech Recognition Hasim Sak A. Senior Kanishka Rao F. Beaufays 67 436 0 24 Jul 2015
On Using Monolingual Corpora in Neural Machine Translation Çağlar Gülçehre Orhan Firat Kelvin Xu Kyunghyun Cho Loïc Barrault Huei-Chi Lin Fethi Bougares Holger Schwenk Yoshua Bengio 119 560 0 11 Mar 2015
Sequence Transduction with Recurrent Neural Networks Alex Graves 169 1,866 0 14 Nov 2012