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This paper explains our work in developing new acoustic models for automated speech recognition (ASR) at KBLab, the infrastructure for data-driven research at the National Library of Sweden (KB). We evaluate different approaches for a…

Computation and Language · Computer Science 2022-05-20 Martin Malmsten , Chris Haffenden , Love Börjeson

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

Hungarian is spoken by 15 million people, still, easily accessible Automatic Speech Recognition (ASR) benchmark datasets - especially for spontaneous speech - have been practically unavailable. In this paper, we introduce BEA-Base, a subset…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-02 P. Mihajlik , A. Balog , T. E. Gráczi , A. Kohári , B. Tarján , K. Mády

This paper introduces Opencpop, a publicly available high-quality Mandarin singing corpus designed for singing voice synthesis (SVS). The corpus consists of 100 popular Mandarin songs performed by a female professional singer. Audio files…

Sound · Computer Science 2022-01-21 Yu Wang , Xinsheng Wang , Pengcheng Zhu , Jie Wu , Hanzhao Li , Heyang Xue , Yongmao Zhang , Lei Xie , Mengxiao Bi

We present the OC16-CE80 Chinese-English mixlingual speech database which was released as a main resource for training, development and test for the Chinese-English mixlingual speech recognition (MixASR-CHEN) challenge on O-COCOSDA 2016.…

Computation and Language · Computer Science 2016-09-28 Dong Wang , Zhiyuan Tang , Difei Tang , Qing Chen

Indigenous African languages are categorized as under-served in Natural Language Processing. They therefore experience poor digital inclusivity and information access. The processing challenge with such languages has been how to use machine…

Computation and Language · Computer Science 2025-01-17 Barack Wanjawa , Lilian Wanzare , Florence Indede , Owen McOnyango , Edward Ombui , Lawrence Muchemi

In this work we explored building automatic speech recognition models for transcribing doctor patient conversation. We collected a large scale dataset of clinical conversations ($14,000$ hr), designed the task to represent the real word…

In this paper, we construct a new Japanese speech corpus called "JTubeSpeech." Although recent end-to-end learning requires large-size speech corpora, open-sourced such corpora for languages other than English have not yet been established.…

In recent years, automatic speech recognition (ASR) systems have significantly improved, especially in languages with a vast amount of transcribed speech data. However, ASR systems tend to perform poorly for low-resource languages with…

Computation and Language · Computer Science 2024-06-04 Ara Yeroyan , Nikolay Karpov

We describe our development of CSS10, a collection of single speaker speech datasets for ten languages. It is composed of short audio clips from LibriVox audiobooks and their aligned texts. To validate its quality we train two neural…

Computation and Language · Computer Science 2019-08-06 Kyubyong Park , Thomas Mulc

A child's spoken ability continues to change until their adult age. Until 7-8yrs, their speech sound development and language structure evolve rapidly. This dynamic shift in their spoken communication skills and data privacy make it…

Sound · Computer Science 2025-07-18 John Hansen , Satwik Dutta , Ellen Grand

Speech-to-text (STT) systems have a wide range of applications. They are available in many languages, albeit at different quality levels. Although Kurdish is considered a less-resourced language from a processing perspective, SST is…

Computation and Language · Computer Science 2025-08-14 Renas Adnan , Hossein Hassani

In this paper, we introduce Libriheavy, a large-scale ASR corpus consisting of 50,000 hours of read English speech derived from LibriVox. To the best of our knowledge, Libriheavy is the largest freely-available corpus of speech with…

Audio and Speech Processing · Electrical Eng. & Systems 2024-01-17 Wei Kang , Xiaoyu Yang , Zengwei Yao , Fangjun Kuang , Yifan Yang , Liyong Guo , Long Lin , Daniel Povey

Automatic speech recognition (ASR) has been significantly advanced with the use of deep learning and big data. However improving robustness, including achieving equally good performance on diverse speakers and accents, is still a…

Sound · Computer Science 2020-11-17 Fan Yu , Zhuoyuan Yao , Xiong Wang , Keyu An , Lei Xie , Zhijian Ou , Bo Liu , Xiulin Li , Guanqiong Miao

The global aging population faces considerable challenges, particularly in communication, due to the prevalence of hearing and speech impairments. To address these, we introduce the AVE speech, a comprehensive multi-modal dataset for speech…

Sound · Computer Science 2025-07-08 Dongliang Zhou , Yakun Zhang , Jinghan Wu , Xingyu Zhang , Liang Xie , Erwei Yin

We introduce VietSuperSpeech, a large-scale Vietnamese automatic speech recognition (ASR) dataset of 52,023 audio-text pairs totaling 267.39 hours, with a distinctive focus on casual conversational speech. Unlike existing Vietnamese ASR…

Sound · Computer Science 2026-03-03 Loan Do , Thanh Ngoc Nguyen , Thanh Pham , Vinh Do , Hien Nguyen , Charlotte Nguyen

Despite the growing demand for digital therapeutics for children with Autism Spectrum Disorder (ASD), there is currently no speech corpus available for Korean children with ASD. This paper introduces a speech corpus specifically designed…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-27 Seonwoo Lee , Jihyun Mun , Sunhee Kim , Minhwa Chung

In this paper we describe the Japanese-English Subtitle Corpus (JESC). JESC is a large Japanese-English parallel corpus covering the underrepresented domain of conversational dialogue. It consists of more than 3.2 million examples, making…

Computation and Language · Computer Science 2018-02-22 Reid Pryzant , Yongjoo Chung , Dan Jurafsky , Denny Britz

We introduce the Speak & Improve Corpus 2025, a dataset of L2 learner English data with holistic scores and language error annotation, collected from open (spontaneous) speaking tests on the Speak & Improve learning platform. The aim of the…

Computation and Language · Computer Science 2024-12-18 Kate Knill , Diane Nicholls , Mark J. F. Gales , Mengjie Qian , Pawel Stroinski

We present a preprocessed, ready-to-use automatic speech recognition corpus, BembaSpeech, consisting over 24 hours of read speech in the Bemba language, a written but low-resourced language spoken by over 30% of the population in Zambia. To…

Computation and Language · Computer Science 2021-02-10 Claytone Sikasote , Antonios Anastasopoulos
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