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Related papers: Speech Resources in the Tamasheq Language

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The success of large language models has driven interest in developing similar speech processing capabilities. However, a key challenge is the scarcity of high-quality spontaneous speech data, as most existing datasets contain scripted…

Yor\`ub\'a an African language with roughly 47 million speakers encompasses a continuum with several dialects. Recent efforts to develop NLP technologies for African languages have focused on their standard dialects, resulting in…

Computation and Language · Computer Science 2024-07-01 Orevaoghene Ahia , Anuoluwapo Aremu , Diana Abagyan , Hila Gonen , David Ifeoluwa Adelani , Daud Abolade , Noah A. Smith , Yulia Tsvetkov

This paper summarizes the Interspeech2025 Multilingual Conversational Speech Language Model (MLC-SLM) challenge, which aims to advance the exploration of building effective multilingual conversational speech LLMs (SLLMs). We provide a…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-18 Bingshen Mu , Pengcheng Guo , Zhaokai Sun , Shuai Wang , Hexin Liu , Mingchen Shao , Lei Xie , Eng Siong Chng , Longshuai Xiao , Qiangze Feng , Daliang Wang

In this paper, we focus on the task of multilingual machine translation for African languages and describe our contribution in the 2021 WMT Shared Task: Large-Scale Multilingual Machine Translation. We introduce MMTAfrica, the first…

Computation and Language · Computer Science 2022-04-12 Chris C. Emezue , Bonaventure F. P. Dossou

We develop automatic speech recognition (ASR) systems for stories told by Afrikaans and isiXhosa preschool children. Oral narratives provide a way to assess children's language development before they learn to read. We consider a range of…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-14 Christiaan Jacobs , Annelien Smith , Daleen Klop , Ondřej Klejch , Febe de Wet , Herman Kamper

The rapid spread of misinformation through social media platforms has raised concerns regarding its impact on public opinion. While misinformation is prevalent in other languages, the majority of research in this field has concentrated on…

Computation and Language · Computer Science 2024-03-25 Recep Firat Cekinel , Pinar Karagoz , Cagri Coltekin

Over the years, there have been campaigns to include the African languages in the growing research on machine translation (MT) in particular, and natural language processing (NLP) in general. Africa has the highest language diversity, with…

Computers and Society · Computer Science 2020-08-18 Chris C. Emezue , Bonaventure F. P. Dossou

We introduce the Mandarin-English Language Interview (MELI) Corpus, an open-source resource of 29.8 hours of speech from 51 Mandarin-English bilingual speakers. MELI combines matched sessions in Mandarin and English with two speaking…

Computation and Language · Computer Science 2026-05-18 Suyuan Liu , Molly Babel

This work aims to build a multilingual text-to-speech (TTS) synthesis system for ten lower-resourced Turkic languages: Azerbaijani, Bashkir, Kazakh, Kyrgyz, Sakha, Tatar, Turkish, Turkmen, Uyghur, and Uzbek. We specifically target the…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-26 Rustem Yeshpanov , Saida Mussakhojayeva , Yerbolat Khassanov

Large Language Models (LLMs) like GPT-4 and LLaMA have shown incredible proficiency at natural language processing tasks and have even begun to excel at tasks across other modalities such as vision and audio. Despite their success, LLMs…

Computation and Language · Computer Science 2024-03-12 Michael Andersland

This paper introduces AFRIDOC-MT, a document-level multi-parallel translation dataset covering English and five African languages: Amharic, Hausa, Swahili, Yor\`ub\'a, and Zulu. The dataset comprises 334 health and 271 information…

Audio-language models (ALMs) generate linguistic descriptions of sound-producing events and scenes. Advances in dataset creation and computational power have led to significant progress in this domain. This paper surveys 69 datasets used to…

Sound · Computer Science 2025-02-10 Gijs Wijngaard , Elia Formisano , Michele Esposito , Michel Dumontier

This research introduces a comprehensive Bahasa text-to-speech (TTS) dataset and a novel TTS model, EnGen-TTS, designed to enhance the quality and versatility of synthetic speech in the Bahasa language. The dataset, spanning…

Sound · Computer Science 2024-10-10 Onkar Kishor Susladkar , Vishesh Tripathi , Biddwan Ahmed

Translating to and from low-resource languages is a challenge for machine translation (MT) systems due to a lack of parallel data. In this paper we address the issue of domain-specific MT for Bambara, an under-resourced Mande language…

Computation and Language · Computer Science 2021-04-02 Allahsera Auguste Tapo , Michael Leventhal , Sarah Luger , Christopher M. Homan , Marcos Zampieri

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

Through this paper, we seek to reduce the communication barrier between the hearing-impaired community and the larger society who are usually not familiar with sign language in the sub-Saharan region of Africa with the largest occurrences…

Computer Vision and Pattern Recognition · Computer Science 2022-08-16 Steven Kolawole , Opeyemi Osakuade , Nayan Saxena , Babatunde Kazeem Olorisade

Recent advents in Neural Machine Translation (NMT) have shown improvements in low-resource language (LRL) translation tasks. In this work, we benchmark NMT between English and five African LRL pairs (Swahili, Amharic, Tigrigna, Oromo,…

Computation and Language · Computer Science 2020-04-01 Surafel M. Lakew , Matteo Negri , Marco Turchi

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…

Computation and Language · Computer Science 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

Recent significant improvements in speech and language technologies come both from self-supervised approaches over raw language data as well as various types of explicit supervision. To ensure high-quality processing of spoken data, the…

Audio and Speech Processing · Electrical Eng. & Systems 2025-03-17 Nikola Ljubešić , Peter Rupnik , Danijel Koržinek