Windy TranslateEsperanto to Afrikaans translation model translate-eo-af
Open machine translation from Esperanto into Afrikaans, published by Windstorm Labs on Hugging Face.
- Task
- Translation: Esperanto → Afrikaans
- Languages
- Esperanto eo, Afrikaans af
- Lineage
- OPUS-MT
- Format
- transformers (Marian), safetensors
- Hugging Face
- WindyTranslate/translate-eo-af
- Last updated on HF
- 2026-07-30
Quality
| Benchmark | chrF++ | BLEU | Band | Measured |
|---|---|---|---|---|
| FLORES-200 dev, 48 sentences | 25.30 | 4.37 | 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
- Kiel anoncis lunde sciencistoj de la Medicina Lernejo ĉe la Universitato Stanford, ili inventis novan diagnozi…
- Reference
- Op Maandag het wetenskaplikes vanaf die Stanford Universiteit Medieseskool aangekondig dat die uitvinding van …
- This model
- Soos 'n applikasie van die Mengers van die Mengers, kan 'n nuwe State van die Amerikaanse belang, en hulle het
How to run
Shell
pip install transformers sentencepiece torchPython
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
repo = "WindyTranslate/translate-eo-af"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)
batch = tok(["<Esperanto 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-eo-af
- Upstream licence
- Apache-2.0
- Attribution
- Based on OPUS-MT model Helsinki-NLP/opus-mt-eo-af 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-eo-af
(https://huggingface.co/WindyTranslate/translate-eo-af), published by Windstorm Labs (https://windstormlabs.com).
Based on OPUS-MT model Helsinki-NLP/opus-mt-eo-af 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 |
|---|---|---|
| Afrikaans to Esperanto translate-af-eo | 23.6 Limited | CC-BY-4.0 licence under review |
| English to Afrikaans translate-en-af | 60.3 Excellent | Apache-2.0 |
| Swedish to Afrikaans translate-sv-af | 50.0 Good | Apache-2.0 |
| German to Afrikaans translate-de-af | 49.7 Good | Apache-2.0 |
| Dutch to Afrikaans translate-nl-af | 48.5 Good | Apache-2.0 |
| French to Afrikaans translate-fr-af | 47.9 Good | Apache-2.0 |
| Esperanto to English translate-eo-en | 46.3 Good | Apache-2.0 |
| Spanish to Afrikaans translate-es-af | 45.5 Good | Apache-2.0 |