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Existing AI bias evaluation benchmarks largely reflect Western perspectives, leaving African contexts underrepresented and enabling harmful stereotypes in applications across various domains. To address this gap, we introduce AfriStereo,…

Computation and Language · Computer Science 2025-12-01 Yann Le Beux , Oluchi Audu , Oche D. Ankeli , Dhananjay Balakrishnan , Melissah Weya , Marie D. Ralaiarinosy , Ignatius Ezeani

The dominance of colonial languages in African education and scientific communication limits how hundreds of millions of speakers of African languages access and produce scientific knowledge. A core obstacle is the lack of established…

Spoken language datasets are vital for advancing linguistic research, Natural Language Processing, and speech technology. However, resources dedicated to Italian, a linguistically rich and diverse Romance language, remain underexplored…

Computation and Language · Computer Science 2025-03-13 Marco Giordano , Claudia Rinaldi

African languages are numerous, complex and low-resourced. The datasets required for machine translation are difficult to discover, and existing research is hard to reproduce. Minimal attention has been given to machine translation for…

Computation and Language · Computer Science 2019-06-17 Laura Martinus , Jade Z. Abbott

In this paper we present the Amharic Speech Emotion Dataset (ASED), which covers four dialects (Gojjam, Wollo, Shewa and Gonder) and five different emotions (neutral, fearful, happy, sad and angry). We believe it is the first Speech Emotion…

Computation and Language · Computer Science 2022-01-11 Ephrem A. Retta , Eiad Almekhlafi , Richard Sutcliffe , Mustafa Mhamed , Haider Ali , Jun Feng

Speech translation for low-resource languages remains fundamentally limited by the scarcity of high-quality, diverse parallel speech data, a challenge that is especially pronounced in African linguistic contexts. To address this, we…

Speech technology remains out of reach for most of the over 2300 languages in Africa. We present the first systematic assessment of large-scale synthetic voice corpora for African ASR. We apply a three-step process: LLM-driven text…

Computation and Language · Computer Science 2025-11-10 Brian DeRenzi , Anna Dixon , Mohamed Aymane Farhi , Christian Resch

Existing data-to-text generation datasets are mostly limited to English. To address this lack of data, we create Table-to-Text in African languages (TaTa), the first large multilingual table-to-text dataset with a focus on African…

Computation and Language · Computer Science 2022-11-02 Sebastian Gehrmann , Sebastian Ruder , Vitaly Nikolaev , Jan A. Botha , Michael Chavinda , Ankur Parikh , Clara Rivera

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

Arabic, with its rich diversity of dialects, remains significantly underrepresented in Large Language Models, particularly in dialectal variations. We address this gap by introducing seven synthetic datasets in dialects alongside Modern…

Computation and Language · Computer Science 2024-12-19 Basel Mousi , Nadir Durrani , Fatema Ahmad , Md. Arid Hasan , Maram Hasanain , Tameem Kabbani , Fahim Dalvi , Shammur Absar Chowdhury , Firoj Alam

We present the first Africentric SemEval Shared task, Sentiment Analysis for African Languages (AfriSenti-SemEval) - The dataset is available at https://github.com/afrisenti-semeval/afrisent-semeval-2023. AfriSenti-SemEval is a sentiment…

Natural Language Processing (NLP) is today a very active field of research and innovation. Many applications need however big sets of data for supervised learning, suitably labelled for the training purpose. This includes applications for…

Computation and Language · Computer Science 2021-02-23 ElMehdi Boujou , Hamza Chataoui , Abdellah El Mekki , Saad Benjelloun , Ikram Chairi , Ismail Berrada

We present Bloom Library, a linguistically diverse set of multimodal and multilingual datasets for language modeling, image captioning, visual storytelling, and speech synthesis/recognition. These datasets represent either the most, or…

Computation and Language · Computer Science 2022-10-27 Colin Leong , Joshua Nemecek , Jacob Mansdorfer , Anna Filighera , Abraham Owodunni , Daniel Whitenack

We present an analysis pipeline and best practice guidelines for building and curating corpora of everyday conversation in diverse languages. Surveying language documentation corpora and other resources that cover 67 languages and varieties…

Computation and Language · Computer Science 2022-05-11 Andreas Liesenfeld , Mark Dingemanse

BibleTTS is a large, high-quality, open speech dataset for ten languages spoken in Sub-Saharan Africa. The corpus contains up to 86 hours of aligned, studio quality 48kHz single speaker recordings per language, enabling the development of…

We present the first self-supervised multilingual speech model trained exclusively on African speech. The model learned from nearly 60 000 hours of unlabeled speech segments in 21 languages and dialects spoken in sub-Saharan Africa. On the…

Computation and Language · Computer Science 2024-04-23 Antoine Caubrière , Elodie Gauthier

Child literacy is a strong predictor of life outcomes at the subsequent stages of an individual's life. This points to a need for targeted interventions in vulnerable low and middle income populations to help bridge the gap between literacy…

Building automatic speech recognition (ASR) systems is a challenging task, especially for under-resourced languages that need to construct corpora nearly from scratch and lack sufficient training data. It has emerged that several African…

Computation and Language · Computer Science 2022-11-01 Ebbie Awino , Lilian Wanzare , Lawrence Muchemi , Barack Wanjawa , Edward Ombui , Florence Indede , Owen McOnyango , Benard Okal

We introduce a new dataset of conversational speech representing English from India, Nigeria, and the United States. The Multi-Dialect Dataset of Dialogues (MD3) strikes a new balance between open-ended conversational speech and…

Computation and Language · Computer Science 2023-05-22 Jacob Eisenstein , Vinodkumar Prabhakaran , Clara Rivera , Dorottya Demszky , Devyani Sharma

Most languages of the world pose low-resource challenges to natural language processing models. With multilingual training, knowledge can be shared among languages. However, not all languages positively influence each other and it is an…

Machine Learning · Computer Science 2023-10-25 Mingyang Wang , Heike Adel , Lukas Lange , Jannik Strötgen , Hinrich Schütze