Windy TranslateFrench to Ewe translation model translate-fr-ee
Open machine translation from French into Ewe, published by Windstorm Labs on Hugging Face.
- Task
- Translation: French → Ewe
- Languages
- French fr, Ewe ee
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-fr-ee
- Last updated on HF
- 2026-07-30
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 28.07 | 6.97 | Limited | 2026-08-04 |
A screening score on 48 sentences, not a publication result. Bands: Excellent ≥ 60, Good 45–60, Usable 30–45, Limited 15–30, Not recommended < 15. Method and caveats.
Recorded output (sentence 1, first 110 characters)
- Source
- Des scientifiques de l’école de médecine de l’université de Stanford ont annoncé ce lundi la création d'un nou…
- Reference
- Dzɔdzɔmeŋutinunya siwo tso Standfort Yunivɛsiti suku si fia atikewɔwɔ ɖe gbefã lãme dodokpɔ dɔwɔnu yeyewo siwo…
- This model
- Dzɔdzɔmeŋutinunyala siwo le Dzɔdzɔmeŋutinunya Ŋuti Nusrɔ̃ƒe si le Nusrɔ̃ƒea gblɔ le Dzoɖa sia ŋu be wowɔ dɔwɔn
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-fr-ee"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<French text>"], return_tensors="pt", padding=True)
print(tok.batch_decode(model.generate(**batch), skip_special_tokens=True)[0])Tested: Pattern run on 2026-10-01 against WindyTranslate/translate-tc-big-en-fr with transformers 4.57.6 and 5.18.0 on CPU ("Où se trouve la gare ?"); multi-target token prefix run against translate-tc-bible-big-mul-deu_eng_nld. Not run on every model individually.
Licence and attribution
- Licence
- Apache-2.0
- Upstream
- Helsinki-NLP/opus-mt-fr-ee
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-fr-ee by Helsinki-NLP (Language Technology Research Group, University of Helsinki). Licensed Apache-2.0.
Copy this into your NOTICE file (or equivalent) when you ship the model:
NOTICE
This product uses the model WindyTranslate/translate-fr-ee
(https://huggingface.co/WindyTranslate/translate-fr-ee), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-fr-ee by Helsinki-NLP (Language Technology Research Group, University of Helsinki). Licensed Apache-2.0.
Windstorm Labs modified the upstream weights; the model card describes what was changed.
Licensed under the Apache License, Version 2.0: https://www.apache.org/licenses/LICENSE-2.0This is a convenience, not legal advice. See Licensing.
Related models
| Model | chrF++ (FLORES-200 dev) | Licence |
|---|---|---|
| Ewe to French translate-ee-fr | 26.9 Limited | Apache-2.0 |
| French to English translate-tc-big-fr-en | 66.2 Excellent | CC-BY-4.0 |
| French to English translate-fr-en | 63.1 Excellent | Apache-2.0 |
| French to Catalan translate-fr-ca | 55.4 Good | Apache-2.0 |
| French to Romanian translate-fr-ro | 54.3 Good | Apache-2.0 |
| French to German translate-fr-de | 51.8 Good | Apache-2.0 |
| French to Spanish translate-fr-es | 51.4 Good | Apache-2.0 |
| French to Indonesian translate-fr-id | 51.2 Good | Apache-2.0 |