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Czech translation and speech-to-text models cs

9 models into Czech, 9 from Czech, 13 speech-to-text. Best scored into Czech: English to Czech (chrF++ 52.4). Best scored from Czech: Czech to English (chrF++ 59.6).

Which open models work for Czech?

Windy Translate lists 9 open translation models into Czech and 9 from Czech. All of them can be downloaded from Hugging Face and run on your own hardware. By licence: 14 Apache-2.0 and 4 CC-BY-4.0 (terms and attribution text: licensing). 14 of them have a screening score on FLORES-200. The best scored into Czech is translate-en-cs (chrF++ 52.4, Good). The best scored from Czech is translate-cs-en (chrF++ 59.6, Good).

With English. English to Czech: translate-en-cs (chrF++ 52.4, Good), the best of 2 direct models. Czech to English: translate-cs-en (chrF++ 59.6, Good), the best of 2 direct models. To translate between Czech and a language with no direct model, you can go through English with these two.

By band, the scored Czech models are 9 Good, 3 Usable and 2 Limited (Excellent is chrF++ 60 or more, Good 45 to 60, Usable 30 to 45, Limited 15 to 30). A score is a 48-sentence screening of news and encyclopedia text, not a measure of accuracy, and a difference of a point or two is noise. How we measured.

Speech-to-text. 1 speech-to-text model made for Czech: listen-windy-lingua-cs. Also, Whisper's tokenizer lists Czech 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 Czech

ModelchrF++ (FLORES-200 dev)Licence
English to Czech best scored
translate-en-cs
52.4 GoodApache-2.0
German to Czech
translate-de-cs
48.5 GoodApache-2.0
Swedish to Czech
translate-sv-cs
45.9 GoodApache-2.0
Finnish to Czech
translate-fi-cs
45.5 GoodApache-2.0
Spanish to Czech
translate-es-cs
45.5 GoodApache-2.0
Ukrainian to Czech
translate-uk-cs
40.0 UsableApache-2.0
Esperanto to Czech
translate-eo-cs
25.0 LimitedApache-2.0
Ukrainian to Czech and Slovak
translate-tc-base-uk-ces_slk
not in FLORES-200CC-BY-4.0
English to Czech and Slovak
translate-tc-big-en-ces_slk
not in FLORES-200CC-BY-4.0

From Czech

ModelchrF++ (FLORES-200 dev)Licence
Czech to English best scored
translate-cs-en
59.6 GoodApache-2.0
Czech to French
translate-cs-fr
56.9 GoodApache-2.0
Czech to German
translate-cs-de
52.9 GoodApache-2.0
Czech to Swedish
translate-cs-sv
50.6 GoodApache-2.0
Czech to Finnish
translate-cs-fi
44.3 UsableApache-2.0
Czech to Ukrainian
translate-cs-uk
39.6 UsableApache-2.0
Czech to Esperanto
translate-cs-eo
26.3 LimitedApache-2.0
Czech and Slovak to Ukrainian
translate-tc-base-ces_slk-uk
not in FLORES-200CC-BY-4.0
Czech and Slovak to English
translate-tc-big-ces_slk-en
not in FLORES-200CC-BY-4.0

Czech speech-to-text

ModelFormatsLicence
listen-windy-lingua-cssafetensorsApache-2.0

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