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Swahili translation and speech-to-text models sw

2 models into Swahili, 0 from Swahili, 12 speech-to-text.

Which open models work for Swahili?

Windy Translate lists 2 open translation models into Swahili and 0 from Swahili. All of them can be downloaded from Hugging Face and run on your own hardware. By licence: 2 Apache-2.0 (terms and attribution text: licensing). None of them has a screening score yet: FLORES-200, the test set used here, does not cover these pairs, so test them on your own text before you rely on them.

With English. English to Swahili: translate-en-sw (not yet scored). Swahili to English: no direct model here.

Speech-to-text. Whisper's tokenizer lists Swahili as one of its languages, so all 12 multilingual Whisper-based models here can transcribe it: see the speech models. Accuracy differs a lot between languages and model sizes, and this site has not measured speech accuracy.

Each model page has a short snippet to download and run the model yourself, its licence and attribution text, and its score where there is one. Pick the best scored model for your direction, then try it on a few sentences of your own text: a screening score is a starting point, not a guarantee.

Into Swahili

ModelchrF++ (FLORES-200 dev)Licence
English to Swahili language-verified
translate-en-sw
not in FLORES-200Apache-2.0
Finnish to Swahili
translate-fi-sw
not in FLORES-200Apache-2.0

From Swahili

None.

Scores: chrF++ on FLORES-200 dev, 48 sentences, measured 2026-08-04. Method.