1000 African Voices: Advancing inclusive multi-speaker multi-accent speech synthesis
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Abstract (arXiv)
Recent advances in speech synthesis have enabled many useful applications like audio directions in Google Maps, screen readers, and automated content generation on platforms like TikTok. However, these systems are mostly dominated by voices sourced from data-rich geographies with personas representative of their source data. Although 3000 of the world's languages are domiciled in Africa, African voices and personas are under-represented in these systems. As speech synthesis becomes increasingly democratized, it is desirable to increase the representation of African English accents. We present Afro-TTS, the first pan-African accented English speech synthesis system able to generate speech in 86 African accents, with 1000 personas representing the rich phonological diversity across the continent for downstream application in Education, Public Health, and Automated Content Creation. Speaker interpolation retains naturalness and accentedness, enabling the creation of new voices.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). Builds on 16 of its 32 references that are in the map. First posted on arXiv 17 Jun 2024.
Builds on
16 of 32 references.
References · 16
- 2022Robust Speech Recognition via Large-Scale Weak Supervisioncited by 3,972
- 2023Neural Codec Language Models are Zero-Shot Text to Speech Synthesizerscited by 737
- 2019LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speechcited by 639
- 2021Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speechcited by 555
- 2023Scaling Speech Technology to 1,000+ Languagescited by 401
- 2021YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot Voice Conversion for everyonecited by 277
- 2021VoiceFixer: Toward General Speech Restoration with Neural Vocodercited by 50
- 2022HiFi++: a Unified Framework for Bandwidth Extension and Speech Enhancementcited by 49
- 2021Deep Learning Based Assessment of Synthetic Speech Naturalnesscited by 35
- 2023AfriSpeech-200: Pan-African Accented Speech Dataset for Clinical and General Domain ASRcited by 34
- 2022BibleTTS: a large, high-fidelity, multilingual, and uniquely African speech corpuscited by 31
- 2021NeMo Inverse Text Normalization: From Development To Productioncited by 28
4 more
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Citing papers per year: 2024: 1; 2025: 5; 2026: 2.
8 papers.
- 2025Charting the Landscape of African NLP: Mapping Progress and Shaping the Road Aheadcited by 15
- 2025Afrispeech-Dialog: A Benchmark Dataset for Spontaneous English Conversations in Healthcare and Beyondcited by 10
- 2024State of NLP in Kenya: A Surveycited by 7
- 2025The Esethu Framework: Reimagining Sustainable Dataset Governance and Curation for Low-Resource Languagescited by 4
- 2025Voice of a Continent: Mapping Africa's Speech Technology Frontiercited by 4
- 2025Synthetic Voice Data for Automatic Speech Recognition in African Languagescited by 3
- 2026A Cross Community Agenda for Speech AIcited by 0
- 2026Towards participatory speech dataset curation: A queer case study and conceptual frameworkcited by 0
- 2026Towards participatory speech dataset curation: A queer case study and conceptual framework21 Sep 2026
- 2026A Cross Community Agenda for Speech AI22 Jul 2026
- 2025Synthetic Voice Data for Automatic Speech Recognition in African Languages23 Jul 2025
- 2025Charting the Landscape of African NLP: Mapping Progress and Shaping the Road Ahead27 May 2025
- 2025Voice of a Continent: Mapping Africa's Speech Technology Frontier24 May 2025
- 2025The Esethu Framework: Reimagining Sustainable Dataset Governance and Curation for Low-Resource Languages21 Feb 2025
- 2025Afrispeech-Dialog: A Benchmark Dataset for Spontaneous English Conversations in Healthcare and Beyond6 Feb 2025
- 2024State of NLP in Kenya: A Survey13 Oct 2024