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Congo Swahili translation models swc

5 models into Congo Swahili, 5 from Congo Swahili.

Which open models work for Congo Swahili?

Windy Translate lists 5 open translation models into Congo Swahili and 5 from Congo Swahili. All of them can be downloaded from Hugging Face and run on your own hardware. By licence: 10 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 Congo Swahili: translate-en-swc (not yet scored). Congo Swahili to English: translate-swc-en (not yet scored). To translate between Congo Swahili and a language with no direct model, you can go through English with these two.

Speech-to-text. No speech model here covers Congo Swahili: there is no dedicated model, and Whisper's tokenizer does not list the language.

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 Congo Swahili

ModelchrF++ (FLORES-200 dev)Licence
English to Congo Swahili language-verified
translate-en-swc
not in FLORES-200Apache-2.0
Spanish to Congo Swahili
translate-es-swc
not in FLORES-200Apache-2.0
Finnish to Congo Swahili
translate-fi-swc
not in FLORES-200Apache-2.0
French to Congo Swahili
translate-fr-swc
not in FLORES-200Apache-2.0
Swedish to Congo Swahili
translate-sv-swc
not in FLORES-200Apache-2.0

From Congo Swahili

ModelchrF++ (FLORES-200 dev)Licence
Congo Swahili to English
translate-swc-en
not in FLORES-200Apache-2.0
Congo Swahili to Spanish
translate-swc-es
not in FLORES-200Apache-2.0
Congo Swahili to Finnish
translate-swc-fi
not in FLORES-200Apache-2.0
Congo Swahili to French
translate-swc-fr
not in FLORES-200Apache-2.0
Congo Swahili to Swedish
translate-swc-sv
not in FLORES-200Apache-2.0

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