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In this paper, we present CopyCat2 (CC2), a novel model capable of: a) synthesizing speech with different speaker identities, b) generating speech with expressive and contextually appropriate prosody, and c) transferring prosody at…

音频与语音处理 · 电气工程与系统科学 2022-06-28 Sri Karlapati , Penny Karanasou , Mateusz Lajszczak , Ammar Abbas , Alexis Moinet , Peter Makarov , Ray Li , Arent van Korlaar , Simon Slangen , Thomas Drugman

A radio speech corpus of 9mn has been prosodically marked by a phonetician expert, and non expert listeners. this corpus is large enough to train and test an automatic boundary spotting system, namely a time delay neural network fed with F0…

cmp-lg · 计算机科学 2007-05-23 V. Pagel , N. Carbonell , Y. Laprie , J. Vaissiere

Prosodic boundary plays an important role in text-to-speech synthesis (TTS) in terms of naturalness and readability. However, the acquisition of prosodic boundary labels relies on manual annotation, which is costly and time-consuming. In…

声音 · 计算机科学 2022-06-17 Ziqian Dai , Jianwei Yu , Yan Wang , Nuo Chen , Yanyao Bian , Guangzhi Li , Deng Cai , Dong Yu

We investigate multi-stage pretraining for prosody modeling in diffusion-based TTS. A speaker-conditioned dual-stream encoder is trained with masked language modeling followed by SigLIP-style cross-modal contrastive learning using…

In English, prosody adds a broad range of information to segment sequences, from information structure (e.g. contrast) to stylistic variation (e.g. expression of emotion). However, when learning to control prosody in text-to-speech voices,…

音频与语音处理 · 电气工程与系统科学 2020-11-04 Zack Hodari , Catherine Lai , Simon King

Large language models (LLMs) exhibit cultural bias from overrepresented viewpoints in training data, yet cultural alignment remains a challenge due to limited cultural knowledge and a lack of exploration into effective learning approaches.…

计算与语言 · 计算机科学 2025-12-16 Chunhua Liu , Kabir Manandhar Shrestha , Sukai Huang

This paper proposes a modularized sense induction and representation learning model that jointly learns bilingual sense embeddings that align well in the vector space, where the cross-lingual signal in the English-Chinese parallel corpus is…

计算与语言 · 计算机科学 2018-10-23 Ta-Chung Chi , Yun-Nung Chen

Tonal low-resource languages are widely spoken yet remain underserved by modern speech technology. A key challenge is learning representations that are robust to nuisance variation such as gender while remaining tone-aware for different…

计算与语言 · 计算机科学 2026-01-15 Tianyi Xu , Xuan Ouyang , Binwei Yao , Shoua Xiong , Sara Misurelli , Maichou Lor , Junjie Hu

Despite the centrality of crosslinguistic influence (CLI) to bilingualism research, human studies often yield conflicting results due to inherent experimental variance. We address these inconsistencies by using language models (LMs) as…

计算与语言 · 计算机科学 2026-01-30 Abderrahmane Issam , Yusuf Can Semerci , Jan Scholtes , Gerasimos Spanakis

Techniques for unsupervised discovery of acoustic patterns are getting increasingly attractive, because huge quantities of speech data are becoming available but manual annotations remain hard to acquire. In this paper, we propose an…

计算与语言 · 计算机科学 2015-09-09 Cheng-Tao Chung , Chun-an Chan , Lin-shan Lee

Modeling voices for multiple speakers and multiple languages in one text-to-speech system has been a challenge for a long time. This paper presents an extension on Tacotron2 to achieve bilingual multispeaker speech synthesis when there are…

音频与语音处理 · 电气工程与系统科学 2020-05-22 Zexin Cai , Yaogen Yang , Ming Li

In-context learning enables language models (LM) to adapt to downstream data or tasks by incorporating few samples as demonstrations within the prompts. It offers strong performance without the expense of fine-tuning. However, the…

计算与语言 · 计算机科学 2024-10-15 Jian Gu , Aldeida Aleti , Chunyang Chen , Hongyu Zhang

Chinese pre-trained language models usually process text as a sequence of characters, while ignoring more coarse granularity, e.g., words. In this work, we propose a novel pre-training paradigm for Chinese -- Lattice-BERT, which explicitly…

计算与语言 · 计算机科学 2021-05-31 Yuxuan Lai , Yijia Liu , Yansong Feng , Songfang Huang , Dongyan Zhao

Cascaded speech-to-text translation (S2TT) systems for low-resource languages can suffer from structural noise, particularly the loss of punctuation during the Automatic Speech Recognition (ASR) phase. This research investigates the impact…

计算与语言 · 计算机科学 2026-03-03 Tangsang Chongbang , Pranesh Pyara Shrestha , Amrit Sarki , Anku Jaiswal

Language Models (LMs) excel in natural language processing tasks for English but show reduced performance in most other languages. This problem is commonly tackled by continually pre-training and fine-tuning these models for said languages.…

计算与语言 · 计算机科学 2024-10-23 Nandini Mundra , Aditya Nanda Kishore , Raj Dabre , Ratish Puduppully , Anoop Kunchukuttan , Mitesh M. Khapra

Multimodal sarcasm detection, which aims to precisely identify pragmatic incongruities between literal text and nonverbal cues, has gained substantial attention in multimodal understanding. Recent advancements have predominantly relied on…

计算与语言 · 计算机科学 2026-05-05 Maoheng Li , Ling Zhou , Xiaohua Huang , Rubing Huang , Wenming Zheng , Guoying Zhao

Code-switching speech recognition (CSSR) transcribes speech that switches between multiple languages or dialects within a single sentence. The main challenge in this task is that different languages often have similar pronunciations, making…

声音 · 计算机科学 2023-06-09 Zhiyun Fan , Linhao Dong , Chen Shen , Zhenlin Liang , Jun Zhang , Lu Lu , Zejun Ma

This paper presents a corpus-based analysis of argument structure errors in learner Chinese. The data for analysis includes sentences produced by language learners as well as their corrections by native speakers. We couple the data with…

计算与语言 · 计算机科学 2023-08-21 Yuguang Duan , Zi Lin , Weiwei Sun

Cross-lingual representations have the potential to make NLP techniques available to the vast majority of languages in the world. However, they currently require large pretraining corpora or access to typologically similar languages. In…

计算与语言 · 计算机科学 2021-06-22 Wei Zhao , Steffen Eger , Johannes Bjerva , Isabelle Augenstein

This paper analyzes dysarthric speech datasets from three languages with different prosodic systems: English, Korean, and Tamil. We inspect 39 acoustic measurements which reflect three speech dimensions including voice quality,…

计算与语言 · 计算机科学 2022-11-04 Eun Jung Yeo , Sunhee Kim , Minhwa Chung