UNICEF WCARO NLP Landscape

West and Central Africa Language Technology
Last updated: 2026-04-23
Work in progress. Some data may contain inaccuracies. Contribute on GitHub

NaijaVoices

Community Initiative established

Organization Information

Community Initiative
2021
small
established
open
Nigeria (distributed; leadership in Canada/USA)
Lacuna Fund grant (Rockefeller Foundation, Google.org). Revenue from commercial licensing of the dataset reinvested into Language Heritage Micro-Grants.
naijavoices

Coverage

Nigeria

Description

Community-driven initiative building Africa's largest speech datasets for Nigerian languages. The NaijaVoices dataset contains 1,800+ hours of speech from 5,000+ speakers across Igbo, Hausa, and Yoruba -- making it the largest multi-speaker African speech dataset to date. Uses a "data farming" methodology where communities cultivate, own, and benefit from their language data (as opposed to extractive "data mining"). Fine-tuning ASR models on the dataset showed dramatic improvements: 75.86% WER reduction (Whisper), 52.06% (MMS), 42.33% (XLSR). Runs the Language Heritage Micro-Grants program, reinvesting dataset revenue into community-driven documentation of endangered Nigerian languages (2025 cohort covers Ehugbo, Nupe, Tyap, Gbagyi, Ekpeye, Ibono, Obolo).

🦄 UNICEF Relevance

Large open speech dataset for Nigeria's three major languages (Igbo, Hausa, Yoruba) directly relevant to UNICEF Nigeria -- a priority country. Community-driven "data farming" methodology aligns with UNICEF values around participation and ownership. Fine-tuned ASR models show dramatic WER improvements. Micro-grants program expands coverage to endangered Nigerian languages. Chris Emezue is a central node connecting NaijaVoices, Lanfrica, and Masakhane.

Key People

Projects

Publications

Partnerships

Notes

Dataset available at naijavoices.com (requires membership registration) and on HuggingFace. Strong cross-connections with Intron Health (Chris Emezue co-authored AfriSpeech papers), Lanfrica (same founder), and Masakhane. Intron Health lists NaijaVoices as a partner.

Last updated: 2026-01-26