Windy TranslateTwi to Spanish translation model translate-tw-es
Open machine translation from Twi into Spanish, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Twi → Spanish
- Languages
- Twi tw, Spanish es
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-tw-es
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 24.56 | 5.91 | 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
- El lunes, los científicos de la facultad de medicina de la Universidad de Stanford anunciaron el invento de un…
- This model
- El científico Mernda, investigador de la Facultad de Medicina de la Facultad de Medicina de Estados Unidos, in
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-tw-es"
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-es
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-tw-es 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-es
(https://huggingface.co/WindyTranslate/translate-tw-es), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-tw-es 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 |
|---|---|---|
| Spanish to Twi translate-es-tw | 30.9 Usable | Apache-2.0 |
| English to Spanish translate-tc-big-en-es | 55.8 Good | CC-BY-4.0 |
| English to Spanish translate-en-es | 54.6 Good | Apache-2.0 |
| German to Spanish translate-tc-big-de-es | 52.3 Good | CC-BY-4.0 |
| French to Spanish translate-fr-es | 51.4 Good | Apache-2.0 |
| Catalan to Spanish translate-ca-es | 51.0 Good | Apache-2.0 |
| Galician to Spanish translate-gl-es | 50.6 Good | Apache-2.0 |
| German to Spanish translate-de-es | 50.3 Good | Apache-2.0 |