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Ilocano translation models ilo

6 models into Ilocano, 5 from Ilocano. Best scored into Ilocano: English to Ilocano (chrF++ 52.3). Best scored from Ilocano: Ilocano to English (chrF++ 52.6).

Which open models work for Ilocano?

Windy Translate lists 6 open translation models into Ilocano and 5 from Ilocano. All of them can be downloaded from Hugging Face and run on your own hardware. By licence: 11 Apache-2.0 (terms and attribution text: licensing). 11 of them have a screening score on FLORES-200. The best scored into Ilocano is translate-en-ilo (chrF++ 52.3, Good). The best scored from Ilocano is translate-ilo-en (chrF++ 52.6, Good).

With English. English to Ilocano: translate-en-ilo (chrF++ 52.3, Good). Ilocano to English: translate-ilo-en (chrF++ 52.6, Good). To translate between Ilocano and a language with no direct model, you can go through English with these two.

By band, the scored Ilocano models are 2 Good and 9 Usable (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 Ilocano: 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 Ilocano

ModelchrF++ (FLORES-200 dev)Licence
English to Ilocano best scored
translate-en-ilo
52.3 GoodApache-2.0
Swedish to Ilocano
translate-sv-ilo
44.7 UsableApache-2.0
German to Ilocano
translate-de-ilo
43.6 UsableApache-2.0
Spanish to Ilocano
translate-es-ilo
42.9 UsableApache-2.0
French to Ilocano
translate-fr-ilo
42.2 UsableApache-2.0
Finnish to Ilocano
translate-fi-ilo
40.7 UsableApache-2.0

From Ilocano

ModelchrF++ (FLORES-200 dev)Licence
Ilocano to English best scored
translate-ilo-en
52.6 GoodApache-2.0
Ilocano to Swedish
translate-ilo-sv
37.4 UsableApache-2.0
Ilocano to Spanish
translate-ilo-es
37.1 UsableApache-2.0
Ilocano to German
translate-ilo-de
36.6 UsableApache-2.0
Ilocano to Finnish
translate-ilo-fi
34.5 UsableApache-2.0

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