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This technical report presents our initial attempt to build a spoken large language model (LLM) for Taiwanese Mandarin, specifically tailored to enable real-time, speech-to-speech interaction in multi-turn conversations. Our end-to-end…

An open-source Mandarin speech corpus called AISHELL-1 is released. It is by far the largest corpus which is suitable for conducting the speech recognition research and building speech recognition systems for Mandarin. The recording…

Computation and Language · Computer Science 2017-09-19 Hui Bu , Jiayu Du , Xingyu Na , Bengu Wu , Hao Zheng

End-To-End speech recognition have become increasingly popular in mandarin speech recognition and achieved delightful performance. Mandarin is a tonal language which is different from English and requires special treatment for the acoustic…

Computation and Language · Computer Science 2018-05-15 Wei Zou , Dongwei Jiang , Shuaijiang Zhao , Xiangang Li

We present BreezyVoice, a Text-to-Speech (TTS) system specifically adapted for Taiwanese Mandarin, highlighting phonetic control abilities to address the unique challenges of polyphone disambiguation in the language. Building upon…

Mispronunciation Detection and Diagnosis (MDD) systems, leveraging Automatic Speech Recognition (ASR), face two main challenges in Mandarin Chinese: 1) The two-stage models create an information gap between the phoneme or tone…

Sound · Computer Science 2024-06-10 Xintong Wang , Mingqian Shi , Ye Wang

The pitch contours of Mandarin two-character words are generally understood as being shaped by the underlying tones of the constituent single-character words, in interaction with articulatory constraints imposed by factors such as speech…

Computation and Language · Computer Science 2026-05-20 Yu-Ying Chuang , Melanie J. Bell , Yu-Hsiang Tseng , R. Harald Baayen

Chinese mandarin visual speech recognition (VSR) is a task that has advanced in recent years, yet still lags behind the performance on non-tonal languages such as English. One primary challenge arises from the tonal nature of Mandarin,…

Computer Vision and Pattern Recognition · Computer Science 2026-03-24 Lei Yang , Yi He , Fei Wu , Shilin Wang

We investigate a novel cross-lingual multi-speaker text-to-speech synthesis approach for generating high-quality native or accented speech for native/foreign seen/unseen speakers in English and Mandarin. The system consists of three…

Audio and Speech Processing · Electrical Eng. & Systems 2019-11-27 Zhaoyu Liu , Brian Mak

Recent state-of-the-art neural text-to-speech (TTS) synthesis models have dramatically improved intelligibility and naturalness of generated speech from text. However, building a good bilingual or code-switched TTS for a particular voice is…

Sound · Computer Science 2020-10-19 Shengkui Zhao , Trung Hieu Nguyen , Hao Wang , Bin Ma

Speech production and perception are the main ways humans communicate daily. Prior brain-to-text decoding studies have largely focused on a single modality and alphabetic languages. Here, we present a unified brain-to-sentence decoding…

Neurons and Cognition · Quantitative Biology 2026-03-16 Zhizhang Yuan , Yang Yang , Gaorui Zhang , Baowen Cheng , Zehan Wu , Yuhao Xu , Xiaoying Liu , Liang Chen , Ying Mao , Meng Li

Voice cloning is often evaluated in terms of overall quality, but less is known about accent preservation and its perceptual consequences. We compare standard and heavily accented Mandarin speech and their voice clones using a combined…

Sound · Computer Science 2026-04-03 Tianle Yang , Chengzhe Sun , Phil Rose , Siwei Lyu

Prior work has shown that structural supervision helps English language models learn generalizations about syntactic phenomena such as subject-verb agreement. However, it remains unclear if such an inductive bias would also improve language…

Computation and Language · Computer Science 2021-09-24 Yiwen Wang , Jennifer Hu , Roger Levy , Peng Qian

A growing body of literature has demonstrated that semantics can co-determine fine phonetic detail. However, the complex interplay between phonetic realization and semantics remains understudied, particularly in pitch realization. The…

Computation and Language · Computer Science 2025-04-01 Yuxin Lu , Yu-Ying Chuang , R. Harald Baayen

Lip reading aims at decoding texts from the movement of a speaker's mouth. In recent years, lip reading methods have made great progress for English, at both word-level and sentence-level. Unlike English, however, Chinese Mandarin is a…

Computer Vision and Pattern Recognition · Computer Science 2019-12-02 Ya Zhao , Rui Xu , Mingli Song

For many real-world applications, the user-generated inputs usually contain various noises due to speech recognition errors caused by linguistic variations1 or typographical errors (typos). Thus, it is crucial to test model performance on…

Computation and Language · Computer Science 2023-05-26 Chenglei Si , Zhengyan Zhang , Yingfa Chen , Xiaozhi Wang , Zhiyuan Liu , Maosong Sun

In spontaneous speech, Mandarin tones that belong to the same tone category may exhibit many different contour shapes. We explore the use of data mining and NLP techniques for understanding the variability of tones in a large corpus of…

Computation and Language · Computer Science 2019-07-04 Shuo Zhang

This paper introduces a high-quality rich annotated Mandarin conversational (RAMC) speech dataset called MagicData-RAMC. The MagicData-RAMC corpus contains 180 hours of conversational speech data recorded from native speakers of Mandarin…

Computation and Language · Computer Science 2022-04-01 Zehui Yang , Yifan Chen , Lei Luo , Runyan Yang , Lingxuan Ye , Gaofeng Cheng , Ji Xu , Yaohui Jin , Qingqing Zhang , Pengyuan Zhang , Lei Xie , Yonghong Yan

Silent Speech Decoding (SSD), based on articulatory neuromuscular activities, has become a prevalent task of Brain-Computer Interface (BCI) in recent years. Many works have been devoted to decoding surface electromyography (sEMG) from…

Sound · Computer Science 2022-06-02 Huiyan Li , Haohong Lin , You Wang , Hengyang Wang , Ming Zhang , Han Gao , Qing Ai , Zhiyuan Luo , Guang Li

Advancements in unsupervised machine translation have enabled the development of machine translation systems that can translate between languages for which there is not an abundance of parallel data available. We explored unsupervised…

Computation and Language · Computer Science 2023-01-11 Megan Dare , Valentina Fajardo Diaz , Averie Ho Zoen So , Yifan Wang , Shibingfeng Zhang

Spoken dialogue systems such as Siri and Alexa provide great convenience to people's everyday life. However, current spoken language understanding (SLU) pipelines largely depend on automatic speech recognition (ASR) modules, which require a…

Computation and Language · Computer Science 2021-07-02 Zhiyuan Guo , Yuexin Li , Guo Chen , Xingyu Chen , Akshat Gupta