Windy TranslateChinese to Bulgarian translation model translate-zh-bg
Open machine translation from Chinese into Bulgarian, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Chinese → Bulgarian
- Languages
- Chinese zh, Bulgarian bg
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-zh-bg
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 34.42 | 10.74 | Usable | 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
- 周一，斯坦福大学医学院的科学家宣布，他们发明了一种可以将细胞按类型分类的新型诊断工具：一种可打印的微型芯片。这种芯片可以使用标准喷墨打印机制造，每片价格可能在一美分左右。…
- Reference
- Учените от медицинското училище в университета в Станфод обявиха в понеделник изобретяването на нов диагностич…
- This model
- В понеделник учените от Станфордския университет съобщават, че са създали нов инструмент, който може да се нап
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-zh-bg"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Chinese 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-zh-bg
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-zh-bg 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-zh-bg
(https://huggingface.co/WindyTranslate/translate-zh-bg), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-zh-bg 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 |
|---|---|---|
| English to Bulgarian translate-tc-big-en-bg | 66.6 Excellent | CC-BY-4.0 |
| English to Bulgarian translate-en-bg | 62.1 Excellent | Apache-2.0 |
| German to Bulgarian translate-de-bg | 52.0 Good | Apache-2.0 |
| Chinese to English translate-zh-en | 51.5 Good | CC-BY-4.0 |
| French to Bulgarian translate-fr-bg | 50.1 Good | Apache-2.0 |
| Russian to Bulgarian translate-ru-bg | 50.0 Good | Apache-2.0 |
| Swedish to Bulgarian translate-sv-bg | 50.0 Good | Apache-2.0 |
| Ukrainian to Bulgarian translate-uk-bg | 48.1 Good | Apache-2.0 |