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We are 600 million Spanish speakers. We launched the #Somos600M Project because the diversity of the languages from LATAM, the Caribbean and Spain needs to be represented in Artificial Intelligence (AI) systems. Despite being the 7.5% of…

Computation and Language · Computer Science 2024-07-26 María Grandury

Pronunciation modeling is a key task for building speech technology in new languages, and while solid grapheme-to-phoneme (G2P) mapping systems exist, language coverage can stand to be improved. The information needed to build G2P models…

Computation and Language · Computer Science 2021-01-28 Tania Chakraborty , Manasa Prasad , Theresa Breiner , Sandy Ritchie , Daan van Esch

This paper introduces GLOBE, a high-quality English corpus with worldwide accents, specifically designed to address the limitations of current zero-shot speaker adaptive Text-to-Speech (TTS) systems that exhibit poor generalizability in…

Sound · Computer Science 2024-06-24 Wenbin Wang , Yang Song , Sanjay Jha

Self-supervised learning (SSL) approaches such as wav2vec 2.0 and HuBERT models have shown promising results in various downstream tasks in the speech community. In particular, speech representations learned by SSL models have been shown to…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-11 Eesung Kim , Jae-Jin Jeon , Hyeji Seo , Hoon Kim

The Speech Wikimedia Dataset is a publicly available compilation of audio with transcriptions extracted from Wikimedia Commons. It includes 1780 hours (195 GB) of CC-BY-SA licensed transcribed speech from a diverse set of scenarios and…

Artificial Intelligence · Computer Science 2023-08-31 Rafael Mosquera Gómez , Julián Eusse , Juan Ciro , Daniel Galvez , Ryan Hileman , Kurt Bollacker , David Kanter

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

To address the performance gap of English ASR models on L2 English speakers, we evaluate fine-tuning of pretrained wav2vec 2.0 models (Baevski et al., 2020; Xu et al., 2021) on L2-ARCTIC, a non-native English speech corpus (Zhao et al.,…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-18 Toshiko Shibano , Xinyi Zhang , Mia Taige Li , Haejin Cho , Peter Sullivan , Muhammad Abdul-Mageed

The development of automated approaches to linguistic acceptability has been greatly fostered by the availability of the English CoLA corpus, which has also been included in the widely used GLUE benchmark. However, this kind of research for…

Computation and Language · Computer Science 2022-10-14 Daniela Trotta , Raffaele Guarasci , Elisa Leonardelli , Sara Tonelli

We present a fairly large, Potential Idiomatic Expression (PIE) dataset for Natural Language Processing (NLP) in English. The challenges with NLP systems with regards to tasks such as Machine Translation (MT), word sense disambiguation…

Computation and Language · Computer Science 2022-04-26 Tosin P. Adewumi , Roshanak Vadoodi , Aparajita Tripathy , Konstantina Nikolaidou , Foteini Liwicki , Marcus Liwicki

We introduce DiscoPhon, a multilingual benchmark for evaluating unsupervised phoneme discovery from discrete speech units. DiscoPhon covers 6 dev and 6 test languages, chosen to span a wide range of phonemic contrasts. Given only 10 hours…

Computation and Language · Computer Science 2026-03-20 Maxime Poli , Manel Khentout , Angelo Ortiz Tandazo , Ewan Dunbar , Emmanuel Chemla , Emmanuel Dupoux

We present an efficient end-to-end approach for holistic Automatic Speaking Assessment (ASA) of multi-part second-language tests, developed for the 2025 Speak & Improve Challenge. Our system's main novelty is the ability to process all four…

Computation and Language · Computer Science 2025-10-07 Nhan Phan , Anusha Porwal , Yaroslav Getman , Ekaterina Voskoboinik , Tamás Grósz , Mikko Kurimo

Current research into spoken language translation (SLT),or speech-to-text translation, is often hampered by the lack of specific data resources for this task, as currently available SLT datasets are restricted to a limited set of language…

Benchmarking plays a pivotal role in assessing and enhancing the performance of compact deep learning models designed for execution on resource-constrained devices, such as microcontrollers. Our study introduces a novel, entirely…

Sound · Computer Science 2024-03-18 René Groh , Nina Goes , Andreas M. Kist

The scarcity of large-scale, open-source data for dialects severely hinders progress in speech technology, a challenge particularly acute for the widely spoken Sichuanese dialects of Chinese. To address this critical gap, we introduce…

Computation and Language · Computer Science 2025-09-23 Yuhang Dai , Ziyu Zhang , Shuai Wang , Longhao Li , Zhao Guo , Tianlun Zuo , Shuiyuan Wang , Hongfei Xue , Chengyou Wang , Qing Wang , Xin Xu , Hui Bu , Jie Li , Jian Kang , Binbin Zhang , Lei Xie

We introduce an open source high-quality Mandarin TTS dataset MSceneSpeech (Multiple Scene Speech Dataset), which is intended to provide resources for expressive speech synthesis. MSceneSpeech comprises numerous audio recordings and texts…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-22 Qian Yang , Jialong Zuo , Zhe Su , Ziyue Jiang , Mingze Li , Zhou Zhao , Feiyang Chen , Zhefeng Wang , Baoxing Huai

This article describes the MyST corpus developed as part of the My Science Tutor project -- one of the largest collections of children's conversational speech comprising approximately 400 hours, spanning some 230K utterances across about…

Computation and Language · Computer Science 2023-09-26 Sameer S. Pradhan , Ronald A. Cole , Wayne H. Ward

Audio and speech coding lack unified evaluation and open-source testing. Many candidate systems were evaluated on proprietary, non-reproducible, or small data, and machine learning-based codecs are often tested on datasets with similar…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-04 Jozef Coldenhoff , Niclas Granqvist , Milos Cernak

In this paper, we present AISHELL-3, a large-scale and high-fidelity multi-speaker Mandarin speech corpus which could be used to train multi-speaker Text-to-Speech (TTS) systems. The corpus contains roughly 85 hours of emotion-neutral…

Sound · Computer Science 2021-04-23 Yao Shi , Hui Bu , Xin Xu , Shaoji Zhang , Ming Li

Singing voices contain much richer information than common voices, including varied vocal and acoustic properties. However, current open-source audio-text datasets for singing voices capture only a narrow range of attributes and lack…

Computation and Language · Computer Science 2025-08-19 Hyunjong Ok , Jaeho Lee

We present a novel corpus of 445 human- and computer-generated documents, comprising about 27,000 clauses, annotated for semantic clause types and coherence relations that allow for nuanced comparison of artificial and natural discourse…