Windy TranslateTurkish to Esperanto translation model translate-tr-eo
Open machine translation from Turkish into Esperanto, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Turkish → Esperanto
- Languages
- Turkish tr, Esperanto eo
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-tr-eo
- Last updated on HF
- 2026-08-04
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 19.12 | 0.91 | 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
- Stanford Üniversitesi Tıp Fakültesi’nde görev alan bilim insanları, pazartesi günü hücreleri cinslerine göre s…
- Reference
- Kiel anoncis lunde sciencistoj de la Medicina Lernejo ĉe la Universitato Stanford, ili inventis novan diagnozi…
- This model
- Stanistika sciencisto, sciencisto, klasika religio, kiu entenas la ĉelojn de Twitter, kiu estas la ĉefministro
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-tr-eo"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Turkish 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-tr-eo
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-tr-eo 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-tr-eo
(https://huggingface.co/WindyTranslate/translate-tr-eo), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-tr-eo 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 |
|---|---|---|
| Turkish to English translate-tc-big-tr-en | 64.0 Excellent | CC-BY-4.0 |
| Turkish to English translate-tr-en | 58.4 Good | Apache-2.0 |
| Turkish to French translate-tr-fr | 49.9 Good | Apache-2.0 |
| English to Esperanto translate-en-eo | 47.4 Good | Apache-2.0 |
| Turkish to Swedish translate-tr-sv | 46.6 Good | Apache-2.0 |
| Turkish to Spanish translate-tr-es | 45.9 Good | Apache-2.0 |
| French to Esperanto translate-fr-eo | 41.4 Usable | Apache-2.0 |
| German to Esperanto translate-de-eo | 40.9 Usable | Apache-2.0 |