Hearing Kiswahili: Swahili Speech-to-Text
Millions of people speak Swahili every day. Too often their voices only become usable to software after someone routes them through another language first. We think that path is backwards: speech technology should meet people in the language they already use.
We are opening Swahili speech → Swahili text. The public checkpoint is nileagi/nileagi-sw-stt. Bring a clear recording below and read what was said.
What to expect
Bring clear Kiswahili from one speaker and you should get a transcript you can read. Telephone audio, heavy noise, people talking over each other, and long silences are where it struggles first.
Short, clean clips work best in the live demo. Prefer 16 kHz mono audio, and keep a clip to about half a minute when you can. Review anything that has to stand as a human record.
Applications
The useful case is clear Kiswahili from one speaker, written down in Kiswahili, so the voice does not have to pass through English first.
Radio, interviews, and archives
Turn spoken Swahili programmes and conversations into searchable notes, with a human still reviewing anything that has to stand as a record.
Classrooms and offices
Capture lessons, meetings, and dictation in the language people already use, then edit the transcript instead of typing from scratch.
Access without typing
Let people speak Kiswahili to a tool on a phone or everyday machine when a keyboard is slow, unavailable, or the wrong interface.
For builders
Load the model from Hugging Face with Transformers, keep audio at 16 kHz mono, and treat clear research transcription as the intended use. Sample audio ships in the Hub repository and in the try box above. The weights follow the MIT License that accompanies the public checkpoint.
Paper
Methods, evaluation, and limits will be in the forthcoming paper.
Coming soon
Collaboration
If you are evaluating on new Swahili speech, adapting this checkpoint for your setting, or exploring what comes after transcription, write to hi@nileagi.com. Use this system for clear Swahili research transcription, review anything that has to stand as a human record, and keep legal, medical, or emergency use out of scope for now.
Full preview
The lab preview adds recording, upload, and a ready Transformers script if you want to run the same idea locally.
Open in the lab