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20162023
most citedSpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

3.6k citations · 6.7k across the 72 of their papers we have counts for

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Showing 2023Show all

6 papers · 1 filter

cs.CL2023★ 43 cited

AudioPaLM: A Large Language Model That Can Speak and Listen

Paul K. Rubenstein, Chulayuth Asawaroengchai, Duc Dung Nguyen +27

We introduce AudioPaLM, a large language model for speech understanding and generation. AudioPaLM fuses text-based and speech-based language models, PaLM-2 [Anil et al., 2023] and…

eess.AS2023★ 4 cited

Efficient Adapters for Giant Speech Models

Nanxin Chen, Izhak Shafran, Yu Zhang +4

Large pre-trained speech models are widely used as the de-facto paradigm, especially in scenarios when there is a limited amount of labeled data available. However, finetuning all…

eess.AS2023

LibriTTS-R: A Restored Multi-Speaker Text-to-Speech Corpus

Yuma Koizumi, Heiga Zen, Shigeki Karita +7

This paper introduces a new speech dataset called ``LibriTTS-R'' designed for text-to-speech (TTS) use. It is derived by applying speech restoration to the LibriTTS corpus, which c…

cs.CL2023

Understanding Shared Speech-Text Representations

Gary Wang, Kyle Kastner, Ankur Bapna +4

Recently, a number of approaches to train speech models by incorpo-rating text into end-to-end models have been developed, with Mae-stro advancing state-of-the-art automatic speech…

cs.SD2023★ 1 cited

Miipher: A Robust Speech Restoration Model Integrating Self-Supervised Speech and Text Representations

Yuma Koizumi, Heiga Zen, Shigeki Karita +7

Speech restoration (SR) is a task of converting degraded speech signals into high-quality ones. In this study, we propose a robust SR model called Miipher, and apply Miipher to a n…

cs.CL2023★ 113 cited

Google USM: Scaling Automatic Speech Recognition Beyond 100 Languages

Yu Zhang, Wei Han, James Qin +24

We introduce the Universal Speech Model (USM), a single large model that performs automatic speech recognition (ASR) across 100+ languages. This is achieved by pre-training the enc…