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language:

  • ki
  • so
  • kln
  • luo
  • mas

pretty_name: anv_ke

⚠️ IMPORTANT: Work in Progress
This dataset is not final. Updates will continue through September 2025.
Please use the latest version for attribution, benchmarking and publications.

Overview

African Next Voices: Pilot Data Collection in Kenya is part of a larger initiative to support African language speech technology. This project, funded by the Gates Foundation, is led by the KenCorpus Consortium, a coalition of Kenyan universities and research centers.

It includes scripted and unscripted speech across multiple domains and five languages, collected through ethical, community-led processes.

👥 Contributors

  • Maseno University – Dholuo & Somali
  • USIU-Africa – Maasai
  • Kabarak University – Kalenjin
  • DeKUT and LDRI – Kikuyu

📚 Domains

  • Agriculture & Food
  • Everyday Scenarios
  • Financial Transactions
  • Digital Government Services
  • Named Entity Recognition
  • Role Play
  • Extempore Stories
  • Healthcare
  • News & Media
  • Education & Technology
  • Customer Care Scenarios

🧑🏿‍💻 Use Cases

  • Training ASR models
  • Local language research
  • Benchmarking multilingual and low-resource speech

🌍 Languages

Language Dialects ISO No. Hours Scripted (Hrs) Unscripted (Hrs) Total No. Hours % Updated
Dholuo Nyandwat, Milambo luo 750 195 528 723 96%
Kikuyu Gĩ-Kabete, Ki-Mathira, Ki-Muranga, Ki-Ndia & Gĩ-Gichugu kik 750 183 571 754 100%
Somali Maxatire som 500 118 384 502 100%
Kalenjin Nandi & Kipsigis kln 500 122 399 521 100%
Maasai Kimasaai & Kisamburu mas 500 51 454 505 100%

Unscripted Data

  • Unscripted % of Dholuo Transcribed: 60%, Duration: 317 hrs
  • Unscripted % of Kikuyu Transcribed: 68%, Duration: 381 hrs
  • Unscripted % of Somali Transcribed: 100%, Duration: 502 hrs
  • Unscripted % of Kalenjin Transcribed: 95%, Duration: 383 hrs
  • Unscripted % of Maasai Transcribed: 100%, Duration: 505 hrs

Dataset Splits

The dataset is divided into the following subsets:

  • train (85%)
  • dev (5%)
  • dev_test (5%)
  • test (5%) 🔒 – held out for future public leaderboards and shared tasks

All subsets are speaker-disjoint to support fair benchmarking and minimise the risk of data leakage.

Dataset Columns

Column Name Description
mediaPathId Unique identifier for the audio file path
recorder_uuid Unique ID assigned to the speaker or contributor
domain The content domain or topic category (e.g., Healthcare, Agriculture)
translatedText (for type:scripted) English translation of the spoken content
actualSentence (for type:scripted) Original utterance in the native language
duration Length of the audio in seconds
sentenceSource Indicates the origin of the sentence
language Language of the utterance (e.g., Dholuo, Kikuyu)
sentenceDialect Specific dialect variation used in the utterance
type Boolean flag indicating if the utterance was scripted or unscripted
transcript (for type:unscripted) The text transcript from spontenuous speech
prompt type (for type:unscripted) Prompt used in generating spontenuous speech

More updates will be added soon.

⚠️ Disclaimer: This dataset is provided for research and development of ASR and related technologies. Any use that facilitates surveillance, discrimination, exploitation or unethical profiling is strictly prohibited. The creators disclaim liability for misuse that violates ethical guidelines, privacy rights or community consent.

📎 License

CC BY 4.0

Language Leads and Resource Persons

Language Name Role
General Dr. Lilian Wanzare Principal Investigator
Dholuo Dr. Vivian Oloo Language Lead
Dholuo Rennish Mboya Language Lead
Dholuo Francis Njiri Resource Person
Dholuo Fidelis Anne Achieng Resource Person
Dholuo Denis Okoth Resource Person
Dholuo Kelvin Ndanya Resource Person
Kikuyu Muchiri Nyaggah Language Lead
Kikuyu Leonida Mutuku Language Lead
Kikuyu Dr. Joseph Muguro Language Lead
Kikuyu Prof. Ciira Maina Language Lead
Kikuyu Anne Munira Resource Person
Kikuyu Mary Kariuki Resource Person
Kikuyu Veronica Kariuki Resource Person
Kikuyu Suzanne Njuguna Resource Person
Maasai Prof. Edward Ombui Language Lead
Maasai David Mbelati Resource Person
Maasai Peter Tikan Resource Person
Maasai Justus Somoire Resource Person
Kalenjin Dr. Andrew Kipkebut Language Lead
Kalenjin Emmanuel Chesire Resource Person
Kalenjin Betty Jepkemei Resource Person
Kalenjin Zipporah Chepkemoi Resource Person
Somali Mohamed Ali Muhumed Language Lead
Somali Ibrahim Dubow Mohamed Language Lead
Somali Abdisalam Issack Abdi Resource Person
Somali Yaseen Resource Person

Citation

@misc{africannextvoiceske2025,
  title = {African Next Voices: Pilot Data Collection in Kenya},
  author = {KenCorpus Consortium},
  year = {2025},
  note = {Work in Progress. XX.},
  url = {xx}
}
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