Windy TranslateItalian to Esperanto translation model translate-it-eo
Open machine translation from Italian into Esperanto, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Italian → Esperanto
- Languages
- Italian it, Esperanto eo
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-it-eo
- Last updated on HF
- 2026-07-30
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 31.16 | 7.92 | Usable | 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
- Nella giornata di lunedì, alcuni scienziati della Scuola di Medicina dell'Università di Stanford hanno annunci…
- Reference
- Kiel anoncis lunde sciencistoj de la Medicina Lernejo ĉe la Universitato Stanford, ili inventis novan diagnozi…
- This model
- En la tago de la lundo, kelkaj sciencistoj de la lernejo de Melanio de la Universitato de Standono havas la no
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-it-eo"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Italian 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-it-eo
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-it-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-it-eo
(https://huggingface.co/WindyTranslate/translate-it-eo), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-it-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 Italian translate-eo-it | 27.8 Limited | Apache-2.0 |
| Italian to English translate-it-en | 57.9 Good | Apache-2.0 |
| Italian to French translate-it-fr | 57.7 Good | Apache-2.0 |
| Italian to German translate-it-de | 51.5 Good | Apache-2.0 |
| Italian to Swedish translate-it-sv | 50.6 Good | Apache-2.0 |
| Italian to Spanish translate-it-es | 49.9 Good | Apache-2.0 |
| Italian to Catalan translate-it-ca | 49.8 Good | Apache-2.0 |
| Italian to Bulgarian translate-it-bg | 48.0 Good | Apache-2.0 |