Windy TranslateSango to Swedish translation model translate-sg-sv
Open machine translation from Sango into Swedish, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Sango → Swedish
- Languages
- Sango sg, Swedish sv
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-sg-sv
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 17.49 | 1.31 | 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
- Na Bikua ôko, â wagingô ndâ ti yé ti dä sendagigi ti Stanford ti mandango yé na ndô ti Séni a fa na gigi sô al…
- Reference
- I måndags meddelade forskare från Stanford University School of Medicine att man tagit fram ett nytt diagnosti…
- This model
- Med tanke på detta: Den nyligen utgiven av Den heliga skrift (Enrntrulla), som är världens mest spridda bok, h
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-sg-sv"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Sango 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-sg-sv
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-sg-sv 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-sg-sv
(https://huggingface.co/WindyTranslate/translate-sg-sv), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-sg-sv 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 |
|---|---|---|
| Swedish to Sango translate-sv-sg | 24.7 Limited | Apache-2.0 |
| English to Swedish translate-en-sv | 64.7 Excellent | Apache-2.0 |
| Dutch to Swedish translate-nl-sv | 54.3 Good | Apache-2.0 |
| Romanian to Swedish translate-ro-sv | 54.2 Good | Apache-2.0 |
| Finnish to Swedish translate-fi-sv | 51.6 Good | Apache-2.0 |
| Bulgarian to Swedish translate-bg-sv | 51.1 Good | Apache-2.0 |
| French to Swedish translate-fr-sv | 51.1 Good | Apache-2.0 |
| Slovak to Swedish translate-sk-sv | 51.1 Good | Apache-2.0 |