Esperanto translation models eo

27 models into Esperanto, 22 from Esperanto. Best scored into Esperanto: English to Esperanto (chrF++ 47.4). Best scored from Esperanto: Esperanto to English (chrF++ 46.3).

Which open models work for Esperanto?

Windy Translate lists 27 open translation models into Esperanto and 22 from Esperanto. All of them can be downloaded from Hugging Face and run on your own hardware. By licence: 45 Apache-2.0 and 4 CC-BY-4.0 (terms and attribution text: licensing). 44 of them have a screening score on FLORES-200. The best scored into Esperanto is translate-en-eo (chrF++ 47.4, Good). The best scored from Esperanto is translate-eo-en (chrF++ 46.3, Good).

With English. English to Esperanto: translate-en-eo (chrF++ 47.4, Good), the best of 2 direct models. Esperanto to English: translate-eo-en (chrF++ 46.3, Good), the best of 2 direct models. To translate between Esperanto and a language with no direct model, you can go through English with these two.

By band, the scored Esperanto models are 2 Good, 9 Usable, 32 Limited and 1 Not recommended (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. No speech model here covers Esperanto: 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 Esperanto

From Esperanto

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