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This paper presents a method for end-to-end cross-lingual text-to-speech (TTS) which aims to preserve the target language's pronunciation regardless of the original speaker's language. The model used is based on a non-attentive Tacotron…

Large Language Models have revolutionized code generation ability by converting natural language descriptions into executable code. However, generating complex code within real-world scenarios remains challenging due to intricate…

Software Engineering · Computer Science 2024-10-15 Xinyi He , Jiaru Zou , Yun Lin , Mengyu Zhou , Shi Han , Zejian Yuan , Dongmei Zhang

Speech Large Language Models have achieved breakthroughs in multilingual speech-to-text translation. However, existing approaches often overlook semantic commonalities across source languages, leading to biased translation performance. In…

Computation and Language · Computer Science 2026-04-01 Xuanchen Li , Chenrui Cui , Tianrui Wang , Meng Ge , Zikang Huang , Yizhou Peng , Jin Li , Yuheng Lu , Yu Jiang , Nyima Tashi , Longbiao Wang , Jianwu Dang

Accent is an integral part of society, reflecting multiculturalism and shaping how individuals express identity. The majority of English speakers are non-native (L2) speakers, yet current Text-To-Speech (TTS) systems primarily model…

Computation and Language · Computer Science 2026-03-10 Thanathai Lertpetchpun , Thanapat Trachu , Jihwan Lee , Tiantian Feng , Dani Byrd , Shrikanth Narayanan

Conversational text-to-speech (TTS) aims to synthesize speech with proper prosody of reply based on the historical conversation. However, it is still a challenge to comprehensively model the conversation, and a majority of conversational…

Sound · Computer Science 2023-05-04 Jinlong Xue , Yayue Deng , Fengping Wang , Ya Li , Yingming Gao , Jianhua Tao , Jianqing Sun , Jiaen Liang

In this paper, we describe SpeakerStew - a hybrid system to perform speaker verification on 46 languages. Two core ideas were explored in this system: (1) Pooling training data of different languages together for multilingual generalization…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-17 Roza Chojnacka , Jason Pelecanos , Quan Wang , Ignacio Lopez Moreno

Training speech translation (ST) models requires large and high-quality datasets. MuST-C is one of the most widely used ST benchmark datasets. It contains around 400 hours of speech-transcript-translation data for each of the eight…

Computation and Language · Computer Science 2022-07-04 Siqi Ouyang , Rong Ye , Lei Li

We propose a Speech-to-Text Translation (S2TT) approach that integrates phoneme representations into a Chain-of-Thought (CoT) framework to improve translation in low-resource and zero-resource settings. By introducing phoneme recognition as…

Computation and Language · Computer Science 2025-09-30 Gerard I. Gállego , Oriol Pareras , Martí Cortada Garcia , Lucas Takanori , Javier Hernando

Existing data-to-text generation datasets are mostly limited to English. To address this lack of data, we create Table-to-Text in African languages (TaTa), the first large multilingual table-to-text dataset with a focus on African…

Computation and Language · Computer Science 2022-11-02 Sebastian Gehrmann , Sebastian Ruder , Vitaly Nikolaev , Jan A. Botha , Michael Chavinda , Ankur Parikh , Clara Rivera

Code-switching is a speech phenomenon occurring when a speaker switches language during a conversation. Despite the spontaneous nature of code-switching in conversational spoken language, most existing works collect code-switching data from…

Extending semantic parsers to code-switched input has been a challenging problem, primarily due to a lack of supervised training data. In this work, we introduce CST5, a new data augmentation technique that finetunes a T5 model using a…

Computation and Language · Computer Science 2022-11-15 Anmol Agarwal , Jigar Gupta , Rahul Goel , Shyam Upadhyay , Pankaj Joshi , Rengarajan Aravamudhan

Task-oriented dialogue (ToD) benchmarks provide an important avenue to measure progress and develop better conversational agents. However, existing datasets for end-to-end ToD modeling are limited to a single language, hindering the…

Computation and Language · Computer Science 2021-06-08 Zhaojiang Lin , Andrea Madotto , Genta Indra Winata , Peng Xu , Feijun Jiang , Yuxiang Hu , Chen Shi , Pascale Fung

Multilingual speech translation (ST) and machine translation (MT) in the medical domain enhances patient care by enabling efficient communication across language barriers, alleviating specialized workforce shortages, and facilitating…

We introduce HK-LegiCoST, a new three-way parallel corpus of Cantonese-English translations, containing 600+ hours of Cantonese audio, its standard traditional Chinese transcript, and English translation, segmented and aligned at the…

Computation and Language · Computer Science 2023-06-21 Cihan Xiao , Henry Li Xinyuan , Jinyi Yang , Dongji Gao , Matthew Wiesner , Kevin Duh , Sanjeev Khudanpur

We present a direct simultaneous speech-to-speech translation (Simul-S2ST) model, Furthermore, the generation of translation is independent from intermediate text representations. Our approach leverages recent progress on direct…

Computation and Language · Computer Science 2022-01-14 Xutai Ma , Hongyu Gong , Danni Liu , Ann Lee , Yun Tang , Peng-Jen Chen , Wei-Ning Hsu , Phillip Koehn , Juan Pino

Recent advancements in generative artificial intelligence have significantly transformed the field of style-captioned text-to-speech synthesis (CapTTS). However, adapting CapTTS to real-world applications remains challenging due to the lack…

We introduce a multilingual extension of the HOLISTICBIAS dataset, the largest English template-based taxonomy of textual people references: MULTILINGUALHOLISTICBIAS. This extension consists of 20,459 sentences in 50 languages distributed…

Self-supervised learning (SSL) has helped extend speech technologies to more languages by reducing the need for labeled data. However, models are still far from supporting the world's 7000+ languages. We propose XEUS, a Cross-lingual…

Computation and Language · Computer Science 2024-07-03 William Chen , Wangyou Zhang , Yifan Peng , Xinjian Li , Jinchuan Tian , Jiatong Shi , Xuankai Chang , Soumi Maiti , Karen Livescu , Shinji Watanabe

This paper presents CrossVoice, a novel cascade-based Speech-to-Speech Translation (S2ST) system employing advanced ASR, MT, and TTS technologies with cross-lingual prosody preservation through transfer learning. We conducted comprehensive…

Computation and Language · Computer Science 2024-06-19 Medha Hira , Arnav Goel , Anubha Gupta