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Spoken languages show significant variation across mandarin and accent. Despite the high performance of mandarin automatic speech recognition (ASR), accent ASR is still a challenge task. In this paper, we introduce meta-learning techniques…

Sound · Computer Science 2023-07-25 Ziwei Zhu , Changhao Shan , Bihong Zhang , Jian Yu

Large audio-language models are advancing rapidly, yet most evaluations emphasize speech or globally sourced sounds, overlooking culturally distinctive cues. This gap raises a critical question: can current models generalize to localized,…

The existing audio datasets are predominantly tailored towards single languages, overlooking the complex linguistic behaviors of multilingual communities that engage in code-switching. This practice, where individuals frequently mix two or…

Sound · Computer Science 2025-03-04 Peng Xie , Kani Chen

In this paper, we present our overall efforts to improve the performance of a code-switching speech recognition system using semi-supervised training methods from lexicon learning to acoustic modeling, on the South East Asian…

Computation and Language · Computer Science 2018-06-19 Pengcheng Guo , Haihua Xu , Lei Xie , Eng Siong Chng

We propose a system to develop a basic automatic speech recognizer(ASR) for Cantonese, a low-resource language, through transfer learning of Mandarin, a high-resource language. We take a time-delayed neural network trained on Mandarin, and…

Computation and Language · Computer Science 2019-11-22 Bryan Li , Xinyue Wang , Homayoon Beigi

Chinese word segmentation is a foundational task in natural language processing (NLP), with far-reaching effects on syntactic analysis. Unlike alphabetic languages like English, Chinese lacks explicit word boundaries, making segmentation…

Computation and Language · Computer Science 2025-07-08 Yige Chen , Zelong Li , Cindy Zhang , Changbing Yang , Amandisa Cady , Ai Ka Lee , Zejiao Zeng , Eunkyul Leah Jo , Haihua Pan , Jungyeul Park

We present MunTTS, an end-to-end text-to-speech (TTS) system specifically for Mundari, a low-resource Indian language of the Austo-Asiatic family. Our work addresses the gap in linguistic technology for underrepresented languages by…

Computation and Language · Computer Science 2024-01-30 Varun Gumma , Rishav Hada , Aditya Yadavalli , Pamir Gogoi , Ishani Mondal , Vivek Seshadri , Kalika Bali

We introduce a FLORES+ dataset as an evaluation benchmark for modern Wu Chinese machine translation models and showcase its compatibility with existing Wu data. Wu Chinese is mutually unintelligible with other Sinitic languages such as…

Computation and Language · Computer Science 2024-10-15 Hongjian Yu , Yiming Shi , Zherui Zhou , Christopher Haberland

Although Singing Voice Synthesis (SVS) has made great strides with Text-to-Speech (TTS) techniques, multilingual singing voice modeling remains relatively unexplored. This paper presents BiSinger, a bilingual pop SVS system for English and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-10 Huali Zhou , Yueqian Lin , Yao Shi , Peng Sun , Ming Li

This paper outlines the methodology for modeling tonal learning in fully unsupervised models of human language acquisition. Tonal patterns are among the computationally most complex learning objectives in language. We argue that a realistic…

Computation and Language · Computer Science 2025-09-23 Kai Schenck , Gašper Beguš

Chinese parsing has traditionally been solved by three pipeline systems including word-segmentation, part-of-speech tagging and dependency parsing modules. In this paper, we propose an end-to-end Chinese parsing model based on character…

Computation and Language · Computer Science 2020-12-09 Yuan Zhang , Zhiyang Teng , Yue Zhang

In this paper, we conduct data selection analysis in building an English-Mandarin code-switching (CS) speech recognition (CSSR) system, which is aimed for a real CSSR contest in China. The overall training sets have three subsets, i.e., a…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-15 Haobo Zhang , Haihua Xu , Van Tung Pham , Hao Huang , Eng Siong Chng

The physics of randomness and regularities for languages (mother tongues) and their lifetimes and family trees and for the second languages are studied in terms of two opposite processes; random multiplicative noise [1], and fragmentation…

Physics and Society · Physics 2007-07-20 Caglar Tuncay

Large Language Models (LLMs) are increasingly deployed in multilingual contexts, yet their consistency across languages on politically sensitive topics remains understudied. This paper presents a systematic bilingual benchmark study…

Computers and Society · Computer Science 2026-02-09 Ju-Chun Ko

We present a multilingual, continuous backchannel prediction model for Japanese, English, and Chinese, and use it to investigate cross-linguistic timing behavior. The model is Transformer-based and operates at the frame level, jointly…

Computation and Language · Computer Science 2025-12-17 Koji Inoue , Mikey Elmers , Yahui Fu , Zi Haur Pang , Taiga Mori , Divesh Lala , Keiko Ochi , Tatsuya Kawahara

Automatic speech recognition (ASR) systems are typically optimized for verbatim transcription, which preserves disfluencies, filler words, and informal spoken structures that are often unsuitable for downstream writing-oriented…

Computation and Language · Computer Science 2026-05-20 Wanyi Ning , Yinshang Guo , Haitao Qian , Jiyuan Cheng , Weiyuan Feng , Yufei Zhang

Speech deepfakes are artificial voices generated by machine learning models. Previous literature has highlighted deepfakes as one of the biggest security threats arising from progress in artificial intelligence due to their potential for…

Human-Computer Interaction · Computer Science 2023-08-04 Kimberly T. Mai , Sergi D. Bray , Toby Davies , Lewis D. Griffin

This paper presents AMNet, an Acoustic Model Network designed to improve the performance of Mandarin speech synthesis by incorporating phrase structure annotation and local convolution modules. AMNet builds upon the FastSpeech 2…

Sound · Computer Science 2025-04-15 Yubing Cao , Yinfeng Yu , Yongming Li , Liejun Wang

Dependency Grammar has been used by linguists as the basis of the syntactic components of their grammar formalisms. It has also been used in natural language parsing. In China, attempts have been made to use this grammar formalism to parse…

cmp-lg · Computer Science 2008-02-03 Bong Yeung Tom Lai , Changning Huang

Current large language models demonstrate deficiencies in understanding low-resource languages, particularly the minority languages in China. This limitation stems from the scarcity of available pre-training data. To address this…

Computation and Language · Computer Science 2024-06-14 Chen Zhang , Mingxu Tao , Quzhe Huang , Jiuheng Lin , Zhibin Chen , Yansong Feng