Windy TranslateTwi to French translation model translate-tw-fr
Open machine translation from Twi into French, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Twi → French
- Languages
- Twi tw, French fr
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-tw-fr
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 24.87 | 5.99 | 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
- Dwoada, nyansahufo a ɔfi Stranford Suapɔn Aduru Sukuu mu no de too gua sɛ wɔayɛ nhwehwɛmu nnwinade foforɔ bi a…
- Reference
- Des scientifiques de l’école de médecine de l’université de Stanford ont annoncé ce lundi la création d'un nou…
- This model
- D'après un ouvrage de référence de l'Institut américain de recherche sur la médecine, il s'agit d'un nouveau t
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-tw-fr"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Twi 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-tw-fr
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-tw-fr 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-tw-fr
(https://huggingface.co/WindyTranslate/translate-tw-fr), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-tw-fr 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 |
|---|---|---|
| French to Twi translate-fr-tw | 27.1 Limited | Apache-2.0 |
| English to French translate-tc-big-en-fr | 69.6 Excellent | CC-BY-4.0 |
| English to French translate-en-fr | 66.2 Excellent | Apache-2.0 |
| Romanian to French translate-ro-fr | 60.9 Excellent | Apache-2.0 |
| Italian to French translate-it-fr | 57.7 Good | Apache-2.0 |
| Danish to French translate-da-fr | 57.1 Good | Apache-2.0 |
| Czech to French translate-cs-fr | 56.9 Good | Apache-2.0 |
| German to French translate-de-fr | 56.7 Good | Apache-2.0 |