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Swedish to Pangasinan translation model translate-sv-pag

Open machine translation from Swedish into Pangasinan, published by Windstorm Labs on Hugging Face.

Task: Translation: Swedish → Pangasinan
Languages: Swedish sv, Pangasinan pag
Lineage: OPUS-MT
Format: transformers (Marian), safetensors
Hugging Face: WindyTranslate/translate-sv-pag
Last updated on HF: 2026-08-04

Quality

Benchmark	chrF++	BLEU	Band	Measured
FLORES-200 dev, 48 sentences	29.14	4.75	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: I måndags meddelade forskare från Stanford University School of Medicine att man tagit fram ett nytt diagnosti…
Reference: Nen Lunes, saray scientist manlapud Stanford University School of Medicine et inyanunsyo da so pangimbento na …
This model: Diad United States, inyanunsio na saray researcher ya nanlapud Stanenical School of ingen ya walay balon kagaw

How to run

Shell

pip install transformers sentencepiece torch

Python

from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

repo = "WindyTranslate/translate-sv-pag"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForSeq2SeqLM.from_pretrained(repo)

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

Related models

Model	chrF++ (FLORES-200 dev)	Licence
Pangasinan to Swedish translate-pag-sv	25.8 Limited	Apache-2.0
Swedish to English translate-sv-en	67.8 Excellent	Apache-2.0
Swedish to French translate-sv-fr	54.1 Good	Apache-2.0
Swedish to Dutch translate-sv-nl	53.5 Good	Apache-2.0
Swedish to Indonesian translate-sv-id	52.4 Good	Apache-2.0
Swedish to Romanian translate-sv-ro	51.2 Good	Apache-2.0
Swedish to Finnish translate-sv-fi	50.5 Good	Apache-2.0
Swedish to Afrikaans translate-sv-af	50.0 Good	Apache-2.0