Windy TranslateChinese to English translation model translate-zh-en
Open machine translation from Chinese into English, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Chinese → English
- Languages
- Chinese zh, English en
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-zh-en
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 51.48 | 22.36 | 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
- 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
- On Monday, scientists from the Stanford University School of Medicine announced the invention of a new diagnos…
- This model
- On Monday, scientists at Stanford University School of Medicine announced that they had developed a new diagno
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-zh-en"
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
- CC-BY-4.0
- Upstream
- Helsinki-NLP/opus-mt-zh-en
- Upstream licence
- CC-BY-4.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-zh-en by Helsinki-NLP (Language Technology Research Group, University of Helsinki). Licensed CC-BY-4.0.
Copy this into your NOTICE file (or equivalent) when you ship the model:
NOTICE
This product uses the model WindyTranslate/translate-zh-en
(https://huggingface.co/WindyTranslate/translate-zh-en), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-zh-en by Helsinki-NLP (Language Technology Research Group, University of Helsinki). Licensed CC-BY-4.0.
Windstorm Labs modified the upstream weights; the model card describes what was changed.
Licensed under Creative Commons Attribution 4.0 International: https://creativecommons.org/licenses/by/4.0/This is a convenience, not legal advice. See Licensing.
Related models
| Model | chrF++ (FLORES-200 dev) | Licence |
|---|---|---|
| English to Chinese translate-en-zh | 23.1 Limited | Apache-2.0 |
| Bulgarian to English translate-tc-big-bg-en | 68.8 Excellent | CC-BY-4.0 |
| Swedish to English translate-sv-en | 67.8 Excellent | Apache-2.0 |
| Danish to English translate-da-en | 66.3 Excellent | Apache-2.0 |
| French to English translate-tc-big-fr-en | 66.2 Excellent | CC-BY-4.0 |
| Maltese to English translate-mt-en | 65.7 Excellent | Apache-2.0 |
| German to English translate-de-en | 65.4 Excellent | Apache-2.0 |
| Hebrew to English translate-tc-big-he-en | 64.6 Excellent | CC-BY-4.0 |