68 citations · 233 across the 32 of their papers we have counts for
6 papers · 1 filter
UnitY: Two-pass Direct Speech-to-speech Translation with Discrete Units
Hirofumi Inaguma, Sravya Popuri, Ilia Kulikov +7
Direct speech-to-speech translation (S2ST), in which all components can be optimized jointly, is advantageous over cascaded approaches to achieve fast inference with a simplified p…
Speech-to-Speech Translation For A Real-world Unwritten Language
Peng-Jen Chen, Kevin Tran, Yilin Yang +13
We study speech-to-speech translation (S2ST) that translates speech from one language into another language and focuses on building systems to support languages without standard te…
SpeechMatrix: A Large-Scale Mined Corpus of Multilingual Speech-to-Speech Translations
Paul-Ambroise Duquenne, Hongyu Gong, Ning Dong +7
We present SpeechMatrix, a large-scale multilingual corpus of speech-to-speech translations mined from real speech of European Parliament recordings. It contains speech alignments…
Simple and Effective Unsupervised Speech Translation
Changhan Wang, Hirofumi Inaguma, Peng-Jen Chen +5
The amount of labeled data to train models for speech tasks is limited for most languages, however, the data scarcity is exacerbated for speech translation which requires labeled d…
Unified Speech-Text Pre-training for Speech Translation and Recognition
Yun Tang, Hongyu Gong, Ning Dong +8
We describe a method to jointly pre-train speech and text in an encoder-decoder modeling framework for speech translation and recognition. The proposed method incorporates four sel…
Enhanced Direct Speech-to-Speech Translation Using Self-supervised Pre-training and Data Augmentation
Sravya Popuri, Peng-Jen Chen, Changhan Wang +5
Direct speech-to-speech translation (S2ST) models suffer from data scarcity issues as there exists little parallel S2ST data, compared to the amount of data available for conventio…