Windy TranslateSpanish to Kongo translation model translate-es-kg
Open machine translation from Spanish into Kongo, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Spanish → Kongo
- Languages
- Spanish es, Kongo kg
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-es-kg
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 29.22 | 4.40 | 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
- El lunes, los científicos de la facultad de medicina de la Universidad de Stanford anunciaron el invento de un…
- Reference
- Na kilumbu ya ntete, bantu ya siansi ya universite ya kimunganga ya Stanford pesaka nsangu ti bo yidikaka kisa…
- This model
- Na luyantiku, bantu ya siansi ya siansi yina ke salaka bansosa ya ke tubilaka mutindu baselile ya mpa ke vanda
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-es-kg"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Spanish 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-es-kg
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-es-kg 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-es-kg
(https://huggingface.co/WindyTranslate/translate-es-kg), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-es-kg 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 |
|---|---|---|
| Kongo to Spanish translate-kg-es | 21.6 Limited | Apache-2.0 |
| Spanish to English translate-es-en | 57.7 Good | Apache-2.0 |
| Spanish to French translate-es-fr | 55.9 Good | Apache-2.0 |
| Spanish to Catalan translate-es-ca | 53.5 Good | Apache-2.0 |
| Spanish to Danish translate-es-da | 53.1 Good | Apache-2.0 |
| Spanish to Romanian translate-es-ro | 50.4 Good | Apache-2.0 |
| Spanish to Galician translate-es-gl | 50.2 Good | Apache-2.0 |
| Spanish to Dutch translate-es-nl | 50.1 Good | Apache-2.0 |