Windy TranslateBulgarian to Swedish translation model translate-bg-sv
Open machine translation from Bulgarian into Swedish, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Bulgarian → Swedish
- Languages
- Bulgarian bg, Swedish sv
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-bg-sv
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 51.15 | 22.59 | Good | 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
- Учените от медицинското училище в университета в Станфод обявиха в понеделник изобретяването на нов диагностич…
- Reference
- I måndags meddelade forskare från Stanford University School of Medicine att man tagit fram ett nytt diagnosti…
- This model
- Forskare vid Stanfords läkarskola meddelade på måndag att man uppfann ett nytt diagnostiskt instrument som kan
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-bg-sv"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Bulgarian 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-bg-sv
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-bg-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-bg-sv
(https://huggingface.co/WindyTranslate/translate-bg-sv), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-bg-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 Bulgarian translate-sv-bg | 50.0 Good | Apache-2.0 |
| Bulgarian to English translate-tc-big-bg-en | 68.8 Excellent | CC-BY-4.0 |
| English to Swedish translate-en-sv | 64.7 Excellent | Apache-2.0 |
| Bulgarian to English translate-bg-en | 58.7 Good | 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 |
| Bulgarian to French translate-bg-fr | 53.8 Good | Apache-2.0 |
| Finnish to Swedish translate-fi-sv | 51.6 Good | Apache-2.0 |