Voice of a Continent: Mapping Africa's Speech Technology Frontier
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Abstract (arXiv)
Africa's rich linguistic diversity remains significantly underrepresented in speech technologies, creating barriers to digital inclusion. To alleviate this challenge, we systematically map the continent's speech space of datasets and technologies, leading to a new comprehensive benchmark SimbaBench for downstream African speech tasks. Using SimbaBench, we introduce the Simba family of models, achieving state-of-the-art performance across multiple African languages and speech tasks. Our benchmark analysis reveals critical patterns in resource availability, while our model evaluation demonstrates how dataset quality, domain diversity, and language family relationships influence performance across languages. Our work highlights the need for expanded speech technology resources that better reflect Africa's linguistic diversity and provides a solid foundation for future research and development efforts toward more inclusive speech technologies.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 35 of its 68 references that are in the map. First posted on arXiv 24 May 2025.
Builds on
35 of 68 references.
References · 35
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23 more
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Built on by
Citing papers per year: 2025: 1; 2026: 3.
4 papers.
- 2025Automatic Speech Recognition (ASR) for African Low-Resource Languages: A Systematic Literature Reviewcited by 2
- 2026AfroScope: A Framework for Studying the Linguistic Landscape of Africacited by 0
- 2026AfriSwitch: A Benchmark for In-the-Wild African Code-Switched Speech Recognitioncited by 0
- 2026AtlasNLP: A Country-Aware Atlas of Dataset Representation in NLPcited by 0
- 2026AtlasNLP: A Country-Aware Atlas of Dataset Representation in NLP31 Aug 2026
- 2026AfriSwitch: A Benchmark for In-the-Wild African Code-Switched Speech Recognition26 Aug 2026
- 2026AfroScope: A Framework for Studying the Linguistic Landscape of Africa19 Jan 2026
- 2025Automatic Speech Recognition (ASR) for African Low-Resource Languages: A Systematic Literature Review1 Oct 2025