Windy TranslateMacedonian to English translation model translate-mk-en
Open machine translation from Macedonian into English, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Macedonian → English
- Languages
- Macedonian mk, English en
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-mk-en
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 58.74 | 32.48 | 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
- Во понеделникот научниците од медицинскиот факултет на Универзитетот Стенфорд објавија дека измислиле нова ала…
- 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's medical faculty announced that they have developed a new diagno
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-mk-en"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Macedonian 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-mk-en
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-mk-en 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-mk-en
(https://huggingface.co/WindyTranslate/translate-mk-en), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-mk-en 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 Macedonian translate-en-mk | 55.1 Good | Apache-2.0 |
| English to Macedonian translate-synthetic-en-mk | not in FLORES-200 | CC-BY-4.0 |
| English to Macedonian translate-windy-hplt-en-mk | score withheld | CC-BY-4.0 |
| Macedonian to English translate-windy-hplt-mk-en | not yet scored | CC-BY-4.0 |
| 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 |