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We present the LEMAS-Dataset, which, to our knowledge, is currently the largest open-source multilingual speech corpus with word-level timestamps. Covering over 150,000 hours across 10 major languages, LEMAS-Dataset is constructed via a…

Sound · Computer Science 2026-01-09 Zhiyuan Zhao , Lijian Lin , Ye Zhu , Kai Xie , Yunfei Liu , Yu Li

In this work, we present the development of a new database, namely Sound Localization and Classification (SLoClas) corpus, for studying and analyzing sound localization and classification. The corpus contains a total of 23.27 hours of data…

Sound · Computer Science 2021-08-06 Xinyuan Qian , Bidisha Sharma , Amine El Abridi , Haizhou Li

People spend a substantial portion of their lives engaged in conversation, and yet our scientific understanding of conversation is still in its infancy. In this report we advance an interdisciplinary science of conversation, with findings…

Computation and Language · Computer Science 2022-03-02 Andrew Reece , Gus Cooney , Peter Bull , Christine Chung , Bryn Dawson , Casey Fitzpatrick , Tamara Glazer , Dean Knox , Alex Liebscher , Sebastian Marin

The quality of natural language texts in fine-tuning datasets plays a critical role in the performance of generative models, particularly in computational creativity tasks such as poem or song lyric generation. Fluency defects in generated…

Computation and Language · Computer Science 2025-05-08 Ilya Koziev

Recent works demonstrate that voice assistants do not perform equally well for everyone, but research on demographic robustness of speech technologies is still scarce. This is mainly due to the rarity of large datasets with controlled…

This study focuses on the creation of the KazEmoTTS dataset, designed for emotional Kazakh text-to-speech (TTS) applications. KazEmoTTS is a collection of 54,760 audio-text pairs, with a total duration of 74.85 hours, featuring 34.23 hours…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-11 Adal Abilbekov , Saida Mussakhojayeva , Rustem Yeshpanov , Huseyin Atakan Varol

We present ASR Bundestag, a dataset for automatic speech recognition in German, consisting of 610 hours of aligned audio-transcript pairs for supervised training as well as 1,038 hours of unlabeled audio snippets for self-supervised…

Computation and Language · Computer Science 2023-02-14 Johannes Wirth , René Peinl

Most speech and language technologies are trained with massive amounts of speech and text information. However, most of the world languages do not have such resources or stable orthography. Systems constructed under these almost zero…

Recent audio language models can follow long conversations. However, research on emotion-aware or spoken dialogue summarization is constrained by the lack of data that links speech, summaries, and paralinguistic cues. We introduce Spoken…

Computation and Language · Computer Science 2025-12-19 Yen-Ju Lu , Kunxiao Gao , Mingrui Liang , Helin Wang , Thomas Thebaud , Laureano Moro-Velazquez , Najim Dehak , Jesus Villalba

Existing conversational datasets consist either of written proxies for dialog or small-scale transcriptions of natural speech. We introduce 'Interview': a large-scale (105K conversations) media dialog dataset collected from news interview…

Computation and Language · Computer Science 2020-04-08 Bodhisattwa Prasad Majumder , Shuyang Li , Jianmo Ni , Julian McAuley

Code-switching, the alternation between two or more languages within communication, poses great challenges for Automatic Speech Recognition (ASR) systems. Existing models and datasets are limited in their ability to effectively handle these…

Sound · Computer Science 2025-11-14 Yupei Li , Zifan Wei , Heng Yu , Jiahao Xue , Huichi Zhou , Björn W. Schuller

In this paper, we present CML-TTS, a recursive acronym for CML-Multi-Lingual-TTS, a new Text-to-Speech (TTS) dataset developed at the Center of Excellence in Artificial Intelligence (CEIA) of the Federal University of Goias (UFG). CML-TTS…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-21 Frederico S. Oliveira , Edresson Casanova , Arnaldo Cândido Júnior , Anderson S. Soares , Arlindo R. Galvão Filho

Automatic speech recognition (ASR) research is driven by the availability of common datasets between industrial researchers and academics, encouraging comparisons and evaluations. LibriSpeech, despite its long success as an ASR benchmark,…

Computation and Language · Computer Science 2025-05-29 Titouan Parcollet , Yuan Tseng , Shucong Zhang , Rogier van Dalen

This paper presents BSTC (Baidu Speech Translation Corpus), a large-scale Chinese-English speech translation dataset. This dataset is constructed based on a collection of licensed videos of talks or lectures, including about 68 hours of…

Computation and Language · Computer Science 2021-04-28 Ruiqing Zhang , Xiyang Wang , Chuanqiang Zhang , Zhongjun He , Hua Wu , Zhi Li , Haifeng Wang , Ying Chen , Qinfei Li

Automatic speech recognition systems are part of people's daily lives, embedded in personal assistants and mobile phones, helping as a facilitator for human-machine interaction while allowing access to information in a practically intuitive…

Sound · Computer Science 2021-10-05 Julio Cesar Duarte , Sérgio Colcher

Despite 230 million speakers, Urdu remains critically under-resourced in speech technology. We introduce UrduSpeech: a large high-fidelity Urdu corpus comprising 156 hours of audio with 12-dimension paralinguistic metadata, encompassing…

Audio and Speech Processing · Electrical Eng. & Systems 2026-05-19 Attia Nafees ul Haq , Zeyu Zhu , Jingbin Hu , ChunJiang He , Lei Xie

We present a freely available speech corpus for the Uzbek language and report preliminary automatic speech recognition (ASR) results using both the deep neural network hidden Markov model (DNN-HMM) and end-to-end (E2E) architectures. The…

Audio and Speech Processing · Electrical Eng. & Systems 2021-08-02 Muhammadjon Musaev , Saida Mussakhojayeva , Ilyos Khujayorov , Yerbolat Khassanov , Mannon Ochilov , Huseyin Atakan Varol

We present LOTUSDIS, a publicly available Thai meeting corpus designed to advance far-field conversational ASR. The dataset comprises 114 hours of spontaneous, unscripted dialogue collected in 15-20 minute sessions with three participants,…

Computation and Language · Computer Science 2025-09-24 Pattara Tipaksorn , Sumonmas Thatphithakkul , Vataya Chunwijitra , Kwanchiva Thangthai

Large, diachronic datasets of political discourse are hard to come across, especially for resource-lean languages such as Greek. In this paper, we introduce a curated dataset of the Greek Parliament Proceedings that extends chronologically…

Computation and Language · Computer Science 2022-10-25 Konstantina Dritsa , Kaiti Thoma , John Pavlopoulos , Panos Louridas

Recent advances in audio-language models have demonstrated remarkable success on short, segment-level speech tasks. However, real-world applications such as meeting transcription, spoken document understanding, and conversational analysis…

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