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Disentangling uncorrelated information in speech utterances is a crucial research topic within speech community. Different speech-related tasks focus on extracting distinct speech representations while minimizing the affects of other…

计算与语言 · 计算机科学 2023-09-26 Siqi Zheng , Luyao Cheng , Yafeng Chen , Hui Wang , Qian Chen

Creating spoken dialogue datasets is methodologically challenging, and these challenges are amplified when the goal is to build multilingual, multi-parallel datasets at scale. This work introduces HEALTHDIAL, a large-scale, multilingual,…

计算与语言 · 计算机科学 2026-05-29 Songbo Hu , Yinhong Liu , Ej Zhou , Evgeniia Razumovskaia , Xiaobin Wang , Alexander Fraser , Ivan Vulić , Anna Korhonen

This report characterized the suitability of existing datasets for devising new Machine Learning models, decision making methods, and analysis algorithms to improve Collaborative Problem Solving and then enumerated requirements for future…

机器学习 · 计算机科学 2024-12-25 Gnaneswar Villuri , Alex Doboli

In the past decade, the DBpedia community has put significant amount of effort on developing technical infrastructure and methods for efficient extraction of structured information from Wikipedia. These efforts have been primarily focused…

计算与语言 · 计算机科学 2018-12-27 Milan Dojchinovski , Julio Hernandez , Markus Ackermann , Amit Kirschenbaum , Sebastian Hellmann

In this work, we take on the challenging task of building a single text-to-speech synthesis system that is capable of generating speech in over 7000 languages, many of which lack sufficient data for traditional TTS development. By…

计算与语言 · 计算机科学 2024-06-11 Florian Lux , Sarina Meyer , Lyonel Behringer , Frank Zalkow , Phat Do , Matt Coler , Emanuël A. P. Habets , Ngoc Thang Vu

This paper introduces a novel Russian speech dataset called Golos, a large corpus suitable for speech research. The dataset mainly consists of recorded audio files manually annotated on the crowd-sourcing platform. The total duration of the…

音频与语音处理 · 电气工程与系统科学 2021-06-21 Nikolay Karpov , Alexander Denisenko , Fedor Minkin

Almost none of the 2,000+ languages spoken in Africa have widely available automatic speech recognition systems, and the required data is also only available for a few languages. We have experimented with two techniques which may provide…

计算与语言 · 计算机科学 2022-10-05 Sandy Ritchie , You-Chi Cheng , Mingqing Chen , Rajiv Mathews , Daan van Esch , Bo Li , Khe Chai Sim

The dataset focuses on Wikipedia users and contains information about demographic and socioeconomic characteristics of the respondents and their activity on Wikipedia. The data was collected using a questionnaire available online between…

计算机与社会 · 计算机科学 2023-12-06 Caterina Cruciani , Léo Joubert , Nicolas Jullien , Laurent Mell , Sasha Piccione , Jeanne Vermeirsche

We introduce \`{I}r\`{o}y\`{i}nSpeech, a new corpus influenced by the desire to increase the amount of high quality, contemporary Yor\`{u}b\'{a} speech data, which can be used for both Text-to-Speech (TTS) and Automatic Speech Recognition…

计算与语言 · 计算机科学 2024-03-28 Tolulope Ogunremi , Kola Tubosun , Anuoluwapo Aremu , Iroro Orife , David Ifeoluwa Adelani

Code-switching (CS), the alternation between two or more languages within a single conversation, presents significant challenges for automatic speech recognition (ASR) systems. Existing Mandarin-English code-switching datasets often suffer…

计算与语言 · 计算机科学 2025-03-13 Jiaming Zhou , Yujie Guo , Shiwan Zhao , Haoqin Sun , Hui Wang , Jiabei He , Aobo Kong , Shiyao Wang , Xi Yang , Yequan Wang , Yonghua Lin , Yong Qin

For many of the 700 million illiterate people around the world, speech recognition technology could provide a bridge to valuable information and services. Yet, those most in need of this technology are often the most underserved by it. In…

机器学习 · 计算机科学 2021-04-28 Moussa Doumbouya , Lisa Einstein , Chris Piech

This paper presents a high-quality multilingual dataset for the documentation domain to advance research on localization of structured text. Unlike widely-used datasets for translation of plain text, we collect XML-structured parallel text…

计算与语言 · 计算机科学 2020-06-25 Kazuma Hashimoto , Raffaella Buschiazzo , James Bradbury , Teresa Marshall , Richard Socher , Caiming Xiong

Despite recent advances of AI, story understanding remains an open and under-investigated problem. We collect, preprocess, and publicly release a video-language story dataset, Synopses of Movie Narratives (SyMoN), containing 5,193 video…

计算机视觉与模式识别 · 计算机科学 2023-04-06 Yidan Sun , Qin Chao , Yangfeng Ji , Boyang Li

Full-duplex, spontaneous conversational data are essential for enhancing the naturalness and interactivity of synthesized speech in conversational TTS systems. We present two open-source dual-track conversational speech datasets, one in…

声音 · 计算机科学 2025-09-05 Zhitong Zhou , Qingqing Zhang , Lei Luo , Jiechen Liu , Ruohua Zhou

Models are increasing in size and complexity in the hunt for SOTA. But what if those 2\% increase in performance does not make a difference in a production use case? Maybe benefits from a smaller, faster model outweigh those slight…

计算与语言 · 计算机科学 2022-04-12 Krzysztof Rajda , Łukasz Augustyniak , Piotr Gramacki , Marcin Gruza , Szymon Woźniak , Tomasz Kajdanowicz

In this paper, we present WenetSpeech, a multi-domain Mandarin corpus consisting of 10000+ hours high-quality labeled speech, 2400+ hours weakly labeled speech, and about 10000 hours unlabeled speech, with 22400+ hours in total. We collect…

Wikipedia can be edited by anyone and thus contains various quality sentences. Therefore, Wikipedia includes some poor-quality edits, which are often marked up by other editors. While editors' reviews enhance the credibility of Wikipedia,…

计算与语言 · 计算机科学 2024-01-02 Kenichiro Ando , Satoshi Sekine , Mamoru Komachi

This paper introduces a new speech dataset called ``LibriTTS-R'' designed for text-to-speech (TTS) use. It is derived by applying speech restoration to the LibriTTS corpus, which consists of 585 hours of speech data at 24 kHz sampling rate…

音频与语音处理 · 电气工程与系统科学 2023-05-31 Yuma Koizumi , Heiga Zen , Shigeki Karita , Yifan Ding , Kohei Yatabe , Nobuyuki Morioka , Michiel Bacchiani , Yu Zhang , Wei Han , Ankur Bapna

Conversational agents are gaining popularity with the increasing ubiquity of smart devices. However, training agents in a data driven manner is challenging due to a lack of suitable corpora. This paper presents a novel method for gathering…