Windy TranslateHebrew to Esperanto translation model translate-he-eo
Open machine translation from Hebrew into Esperanto, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Hebrew → Esperanto
- Languages
- Hebrew he, Esperanto eo
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-he-eo
- Last updated on HF
- 2026-07-30
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 20.90 | 2.42 | 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
- ביום שני, מדענים מבית הספר לרפואה באוניברסיטת סטנפורד הכריזו על המצאת אמצעי אבחון חדש אשר מסוגל למיין תאים לפי…
- Reference
- Kiel anoncis lunde sciencistoj de la Medicina Lernejo ĉe la Universitato Stanford, ili inventis novan diagnozi…
- This model
- En la 2-a tago, scienco de la libro de la Universitato de Francisko, la plej novaĵo de la Universitato de Novj
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-he-eo"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Hebrew 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-he-eo
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-he-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-he-eo
(https://huggingface.co/WindyTranslate/translate-he-eo), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-he-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 |
|---|---|---|
| Esperanto to Hebrew translate-eo-he | 16.0 Limited | Apache-2.0 |
| Hebrew to English translate-tc-big-he-en | 64.6 Excellent | CC-BY-4.0 |
| Hebrew to German translate-he-de | 48.3 Good | Apache-2.0 |
| Hebrew to Spanish translate-he-es | 48.1 Good | Apache-2.0 |
| English to Esperanto translate-en-eo | 47.4 Good | Apache-2.0 |
| Hebrew to Swedish translate-he-sv | 47.2 Good | Apache-2.0 |
| Hebrew to Italian translate-he-it | 44.1 Usable | Apache-2.0 |
| Hebrew to Finnish translate-he-fi | 42.1 Usable | Apache-2.0 |