SpeechUT: Bridging Speech and Text with Hidden-Unit for Encoder-Decoder Based Speech-Text Pre-training

7 October 2022

Papers citing "SpeechUT: Bridging Speech and Text with Hidden-Unit for Encoder-Decoder Based Speech-Text Pre-training"

39 / 39 papers shown

Title
Towards Unsupervised Speech Recognition Without Pronunciation Models Junrui Ni Liming Wang Yang Zhang Kaizhi Qian Heting Gao Mark Hasegawa-Johnson Chang D. Yoo SSL OffRL 122 0 0 10 Jan 2025
SpeechLM: Enhanced Speech Pre-Training with Unpaired Textual Data Zi-Hua Zhang Sanyuan Chen Long Zhou Yu Wu Shuo Ren ... Zhuoyuan Yao Xun Gong Lirong Dai Jinyu Li Furu Wei 58 55 0 30 Sep 2022
Supervision-Guided Codebooks for Masked Prediction in Speech Pre-training Chengyi Wang Yiming Wang Yu Wu Sanyuan Chen Jinyu Li Shujie Liu Furu Wei SSL 67 20 0 21 Jun 2022
Cross-modal Contrastive Learning for Speech Translation Rong Ye Mingxuan Wang Lei Li SSL 54 90 0 05 May 2022
Wav2Seq: Pre-training Speech-to-Text Encoder-Decoder Models Using Pseudo Languages Felix Wu Kwangyoun Kim Shinji Watanabe Kyu Jeong Han Ryan T. McDonald Kilian Q. Weinberger Yoav Artzi SyDa 75 38 0 02 May 2022
MAESTRO: Matched Speech Text Representations through Modality Matching Zhehuai Chen Yu Zhang Andrew Rosenberg Bhuvana Ramabhadran Pedro J. Moreno Ankur Bapna Heiga Zen 48 107 0 07 Apr 2022
Pre-Training Transformer Decoder for End-to-End ASR Model with Unpaired Speech Data Junyi Ao Zi-Hua Zhang Long Zhou Shujie Liu Haizhou Li Tom Ko Lirong Dai Jinyu Li Yao Qian Furu Wei SSL 53 19 0 31 Mar 2022
STEMM: Self-learning with Speech-text Manifold Mixup for Speech Translation Qingkai Fang Rong Ye Lei Li Yang Feng Mingxuan Wang 81 99 0 20 Mar 2022
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language Alexei Baevski Wei-Ning Hsu Qiantong Xu Arun Babu Jiatao Gu Michael Auli SSL VLM ViT 97 855 0 07 Feb 2022
mSLAM: Massively multilingual joint pre-training for speech and text Ankur Bapna Colin Cherry Yu Zhang Ye Jia Melvin Johnson Yong Cheng Simran Khanuja Jason Riesa Alexis Conneau VLM 53 114 0 03 Feb 2022
Self-Supervised Learning for speech recognition with Intermediate layer supervision Chengyi Wang Yu-Huan Wu Sanyuan Chen Shujie Liu Jinyu Li Yao Qian Zhenglu Yang SSL 53 28 0 16 Dec 2021
Textless Speech-to-Speech Translation on Real Data Ann Lee Hongyu Gong Paul-Ambroise Duquenne Holger Schwenk Peng-Jen Chen ... Sravya Popuri Yossi Adi J. Pino Jiatao Gu Wei-Ning Hsu 64 147 0 15 Dec 2021
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing Sanyuan Chen Chengyi Wang Zhengyang Chen Yu-Huan Wu Shujie Liu ... Yao Qian Jian Wu Micheal Zeng Xiangzhan Yu Furu Wei SSL 239 1,857 0 26 Oct 2021
Optimizing Alignment of Speech and Language Latent Spaces for End-to-End Speech Recognition and Understanding Wei Wang Shuo Ren Yao Qian Shujie Liu Yu Shi Y. Qian Michael Zeng 67 17 0 23 Oct 2021
SLAM: A Unified Encoder for Speech and Language Modeling via Speech-Text Joint Pre-Training Ankur Bapna Yu-An Chung Na Wu Anmol Gulati Ye Jia J. Clark Melvin Johnson Jason Riesa Alexis Conneau Yu Zhang VLM 92 96 0 20 Oct 2021
SpeechT5: Unified-Modal Encoder-Decoder Pre-Training for Spoken Language Processing Junyi Ao Rui Wang Long Zhou Chengyi Wang Shuo Ren ... Yu Zhang Zhihua Wei Yao Qian Jinyu Li Furu Wei 143 202 0 14 Oct 2021
W2v-BERT: Combining Contrastive Learning and Masked Language Modeling for Self-Supervised Speech Pre-Training Yu-An Chung Yu Zhang Wei Han Chung-Cheng Chiu James Qin Ruoming Pang Yonghui Wu SSL VLM 54 427 0 07 Aug 2021
Direct speech-to-speech translation with discrete units Ann Lee Peng-Jen Chen Changhan Wang Jiatao Gu Sravya Popuri ... Yossi Adi Qing He Yun Tang J. Pino Wei-Ning Hsu 64 188 0 12 Jul 2021
HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units Wei-Ning Hsu Benjamin Bolte Yao-Hung Hubert Tsai Kushal Lakhotia Ruslan Salakhutdinov Abdel-rahman Mohamed SSL 166 2,949 0 14 Jun 2021
Stacked Acoustic-and-Textual Encoding: Integrating the Pre-trained Models into Speech Translation Encoders Chen Xu Bojie Hu Yanyang Li Yuhao Zhang Shen Huang Qi Ju Tong Xiao Jingbo Zhu 59 78 0 12 May 2021
Speech-language Pre-training for End-to-end Spoken Language Understanding Yao Qian Ximo Bian Yu Shi Naoyuki Kanda Leo Shen Zhen Xiao Michael Zeng AuLLM 49 46 0 11 Feb 2021
Fused Acoustic and Text Encoding for Multimodal Bilingual Pretraining and Speech Translation Renjie Zheng Junkun Chen Mingbo Ma Liang Huang 120 69 0 10 Feb 2021
ST-BERT: Cross-modal Language Model Pre-training For End-to-end Spoken Language Understanding Minjeong Kim Gyuwan Kim Sang-Woo Lee Jung-Woo Ha VLM 65 36 0 23 Oct 2020
Self-training and Pre-training are Complementary for Speech Recognition Qiantong Xu Alexei Baevski Tatiana Likhomanenko Paden Tomasello Alexis Conneau R. Collobert Gabriel Synnaeve Michael Auli SSL VLM 126 171 0 22 Oct 2020
Pushing the Limits of Semi-Supervised Learning for Automatic Speech Recognition Yu Zhang James Qin Daniel S. Park Wei Han Chung-Cheng Chiu Ruoming Pang Quoc V. Le Yonghui Wu VLM SSL 187 309 0 20 Oct 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 282 5,790 0 20 Jun 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 65 670 0 17 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 110 247 0 19 Nov 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 246 10,819 0 29 Oct 2019
vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations Alexei Baevski Steffen Schneider Michael Auli SSL 153 666 0 12 Oct 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 230 8,426 0 19 Jun 2019
Unified Language Model Pre-training for Natural Language Understanding and Generation Li Dong Nan Yang Wenhui Wang Furu Wei Xiaodong Liu Yu Wang Jianfeng Gao M. Zhou H. Hon ELM AI4CE 220 1,555 0 08 May 2019
fairseq: A Fast, Extensible Toolkit for Sequence Modeling Myle Ott Sergey Edunov Alexei Baevski Angela Fan Sam Gross Nathan Ng David Grangier Michael Auli VLM FaML 105 3,149 0 01 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,770 0 11 Oct 2018
SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing Taku Kudo John Richardson 196 3,518 0 19 Aug 2018
Self-Attention with Relative Position Representations Peter Shaw Jakob Uszkoreit Ashish Vaswani 174 2,289 0 06 Mar 2018
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 226 5,008 0 02 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 692 131,526 0 12 Jun 2017
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 121 561 0 11 Mar 2015