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Korean to French translation model translate-ko-fr

Open machine translation from Korean into French, published by Windstorm Labs on Hugging Face.

Task
Translation: Korean → French
Languages
Korean ko, French fr
Lineage
OPUS-MT
Format
transformers (Marian), safetensors
Hugging Face
WindyTranslate/translate-ko-fr
Last updated on HF
2026-08-01

Quality

BenchmarkchrF++BLEUBandMeasured
FLORES-200 dev, 48 sentences41.9418.57Usable2026-08-04

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
스탠포드 의과대학 연구진은 지난 월요일 세포를 유형별로 분류할 수 있는 새로운 진단도구를 개발했다고 밝혔다. 이는 아주 작은 크기의 인쇄가 가능한 칩으로, 일반적인 잉크젯 프린터를 이용해 개 당 미…
Reference
Des scientifiques de l’école de médecine de l’université de Stanford ont annoncé ce lundi la création d'un nou…
This model
Lundi, des chercheurs de la faculté de médecine de Stanford ont découvert un nouvel appareil de diagnostic cap

How to run

Shell
pip install transformers sentencepiece torch
Python
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

repo = "WindyTranslate/translate-ko-fr"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)

batch = tok(["<Korean 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-ko-fr
Upstream licence
Apache-2.0
Attribution
Based on OPUS-MT model Helsinki-NLP/opus-mt-ko-fr 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-ko-fr
(https://huggingface.co/WindyTranslate/translate-ko-fr), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-ko-fr 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-2.0

This is a convenience, not legal advice. See Licensing.

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