Opus Mt Ine Ine
A Transformer model supporting translation between 136 Indo-European languages, trained by Helsinki-NLP team using OPUS multilingual data
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Release Time : 3/2/2022
Model Overview
This model is specifically designed for machine translation between Indo-European languages, covering a wide range of language pairs from major languages (e.g. English, French) to low-resource languages (e.g. Cornish, Manx)
Model Features
Extensive Language Coverage
Supports translation between 136 Indo-European language variants, including many low-resource languages
Unified Processing Framework
Uses standardized preprocessing and SentencePiece tokenization for multilingual input
Target Language Identification
Supports multi-directional translation in a single model by adding >>id<< identifiers at sentence beginnings
Model Capabilities
Multilingual translation for Indo-European languages
Low-resource language translation
Cross-language family conversion
Use Cases
Multilingual Services
EU Document Translation
Automatic translation of official documents in European multilingual environments
Supports translation between Indo-European languages among the 24 EU official languages
Language Preservation
Endangered Language Digitization
Provides translation support for minority languages like Cornish and Manx
BLEU scores demonstrate translation effectiveness for minority languages
🚀 Indo - European Languages Translation Model
This project focuses on translation within the Indo - European language family. It provides a transformer - based model for translating between a wide range of Indo - European languages, with detailed benchmarks to evaluate its performance.
✨ Features
- Multilingual Support: Supports a vast array of Indo - European languages for translation tasks.
- Transformer Model: Utilizes a transformer model for efficient and accurate translations.
- Pre - processing: Applies normalization and SentencePiece for pre - processing.
📦 Installation
No installation steps are provided in the original document.
💻 Usage Examples
No code examples are provided in the original document.
📚 Documentation
Language Support
The model supports the following languages:
- ca, es, os, ro, fy, cy, sc, is, yi, lb, an, sq, fr, ht, rm, ps, af, uk, sl, lt, bg, be, gd, si, en, br, mk, or, mr, ru, fo, co, oc, pl, gl, nb, bn, id, hy, da, gv, nl, pt, hi, as, kw, ga, sv, gu, wa, lv, el, it, hr, ur, nn, de, cs, ine
ine - ine Model Details
- Source Group: Indo - European languages
- Target Group: Indo - European languages
- OPUS readme: [ine - ine](https://github.com/Helsinki - NLP/Tatoeba - Challenge/tree/master/models/ine - ine/README.md)
- Model: transformer
- Source Languages: afr afr_Arab aln ang_Latn arg asm ast awa bel bel_Latn ben bho bjn bos_Latn bre bul bul_Latn cat ces cor cos csb_Latn cym dan deu dsb egl ell eng enm_Latn ext fao fra frm_Latn frr fry gcf_Latn gla gle glg glv gom gos got_Goth grc_Grek gsw guj hat hif_Latn hin hrv hsb hye hye_Latn ind isl ita jdt_Cyrl ksh kur_Arab kur_Latn lad lad_Latn lat_Grek lat_Latn lav lij lit lld_Latn lmo ltg ltz mai mar max_Latn mfe min mkd mwl nds nld nno nob nob_Hebr non_Latn npi oci ori orv_Cyrl oss pan_Guru pap pcd pdc pes pes_Latn pes_Thaa pms pnb pol por prg_Latn pus roh rom ron rue rus rus_Latn san_Deva scn sco sgs sin slv snd_Arab spa sqi srd srp_Cyrl srp_Latn stq swe swg tgk_Cyrl tly_Latn tmw_Latn ukr urd vec wln yid zlm_Latn zsm_Latn zza
- Target Languages: afr afr_Arab aln ang_Latn arg asm ast awa bel bel_Latn ben bho bjn bos_Latn bre bul bul_Latn cat ces cor cos csb_Latn cym dan deu dsb egl ell eng enm_Latn ext fao fra frm_Latn frr fry gcf_Latn gla gle glg glv gom gos got_Goth grc_Grek gsw guj hat hif_Latn hin hrv hsb hye hye_Latn ind isl ita jdt_Cyrl ksh kur_Arab kur_Latn lad lad_Latn lat_Grek lat_Latn lav lij lit lld_Latn lmo ltg ltz mai mar max_Latn mfe min mkd mwl nds nld nno nob nob_Hebr non_Latn npi oci ori orv_Cyrl oss pan_Guru pap pcd pdc pes pes_Latn pes_Thaa pms pnb pol por prg_Latn pus roh rom ron rue rus rus_Latn san_Deva scn sco sgs sin slv snd_Arab spa sqi srd srp_Cyrl srp_Latn stq swe swg tgk_Cyrl tly_Latn tmw_Latn ukr urd vec wln yid zlm_Latn zsm_Latn zza
- Pre - processing: normalization + SentencePiece (spm32k, spm32k)
- Language Token Requirement: A sentence initial language token is required in the form of
>>id<<
(id = valid target language ID) - Download Original Weights: [opus - 2020 - 07 - 27.zip](https://object.pouta.csc.fi/Tatoeba - MT - models/ine - ine/opus - 2020 - 07 - 27.zip)
- Test Set Translations: [opus - 2020 - 07 - 27.test.txt](https://object.pouta.csc.fi/Tatoeba - MT - models/ine - ine/opus - 2020 - 07 - 27.test.txt)
- Test Set Scores: [opus - 2020 - 07 - 27.eval.txt](https://object.pouta.csc.fi/Tatoeba - MT - models/ine - ine/opus - 2020 - 07 - 27.eval.txt)
Benchmarks
Testset | BLEU | chr - F |
---|---|---|
euelections_dev2019.de - fr - deufra.deu.fra | 19.2 | 0.482 |
euelections_dev2019.fr - de - fradeu.fra.deu | 15.8 | 0.470 |
newsdev2014 - enghin.eng.hin | 4.0 | 0.245 |
newsdev2014 - hineng.hin.eng | 6.8 | 0.301 |
newsdev2016 - enro - engron.eng.ron | 17.3 | 0.470 |
newsdev2016 - enro - roneng.ron.eng | 26.0 | 0.534 |
newsdev2017 - enlv - englav.eng.lav | 12.1 | 0.416 |
newsdev2017 - enlv - laveng.lav.eng | 15.9 | 0.443 |
newsdev2019 - engu - engguj.eng.guj | 2.5 | 0.200 |
newsdev2019 - engu - gujeng.guj.eng | 7.1 | 0.302 |
newsdev2019 - enlt - englit.eng.lit | 10.6 | 0.407 |
newsdev2019 - enlt - liteng.lit.eng | 14.9 | 0.428 |
newsdiscussdev2015 - enfr - engfra.eng.fra | 22.6 | 0.507 |
newsdiscussdev2015 - enfr - fraeng.fra.eng | 23.5 | 0.495 |
newsdiscusstest2015 - enfr - engfra.eng.fra | 25.1 | 0.528 |
newsdiscusstest2015 - enfr - fraeng.fra.eng | 26.4 | 0.517 |
newssyscomb2009 - cesdeu.ces.deu | 13.1 | 0.432 |
newssyscomb2009 - ceseng.ces.eng | 18.4 | 0.463 |
newssyscomb2009 - cesfra.ces.fra | 15.5 | 0.452 |
newssyscomb2009 - cesita.ces.ita | 14.8 | 0.458 |
newssyscomb2009 - cesspa.ces.spa | 18.4 | 0.462 |
newssyscomb2009 - deuces.deu.ces | 10.5 | 0.381 |
newssyscomb2009 - deueng.deu.eng | 19.5 | 0.467 |
newssyscomb2009 - deufra.deu.fra | 16.4 | 0.459 |
newssyscomb2009 - deuita.deu.ita | 15.5 | 0.456 |
newssyscomb2009 - deuspa.deu.spa | 18.4 | 0.466 |
newssyscomb2009 - engces.eng.ces | 11.9 | 0.394 |
newssyscomb2009 - engdeu.eng.deu | 13.9 | 0.446 |
newssyscomb2009 - engfra.eng.fra | 20.7 | 0.502 |
newssyscomb2009 - engita.eng.ita | 21.3 | 0.516 |
newssyscomb2009 - engspa.eng.spa | 22.3 | 0.506 |
newssyscomb2009 - fraces.fra.ces | 11.5 | 0.390 |
newssyscomb2009 - fradeu.fra.deu | 13.4 | 0.437 |
newssyscomb2009 - fraeng.fra.eng | 22.8 | 0.499 |
newssyscomb2009 - fraita.fra.ita | 22.2 | 0.533 |
newssyscomb2009 - fraspa.fra.spa | 26.2 | 0.539 |
newssyscomb2009 - itaces.ita.ces | 12.3 | 0.397 |
newssyscomb2009 - itadeu.ita.deu | 13.3 | 0.436 |
newssyscomb2009 - itaeng.ita.eng | 24.7 | 0.517 |
newssyscomb2009 - itafra.ita.fra | 24.0 | 0.528 |
newssyscomb2009 - itaspa.ita.spa | 26.3 | 0.537 |
newssyscomb2009 - spaces.spa.ces | 12.0 | 0.400 |
newssyscomb2009 - spadeu.spa.deu | 13.9 | 0.440 |
newssyscomb2009 - spaeng.spa.eng | 22.9 | 0.509 |
newssyscomb2009 - spafra.spa.fra | 24.2 | 0.538 |
newssyscomb2009 - spaita.spa.ita | 24.5 | 0.547 |
news - test2008 - cesdeu.ces.deu | 12.0 | 0.422 |
news - test2008 - cesfra.ces.fra | 15.1 | 0.444 |
news - test2008 - cesspa.ces.spa | 16.4 | 0.451 |
news - test2008 - deuces.deu.ces | 9.9 | 0.369 |
news - test2008 - deueng.deu.eng | 18.0 | 0.456 |
news - test2008 - deufra.deu.fra | 16.4 | 0.453 |
news - test2008 - deuspa.deu.spa | 17.0 | 0.452 |
news - test2008 - engces.eng.ces | 10.5 | 0.375 |
news - test2008 - engdeu.eng.deu | 14.5 | 0.439 |
news - test2008 - engfra.eng.fra | 18.9 | 0.481 |
news - test2008 - engspa.eng.spa | 20.9 | 0.491 |
news - test2008 - fraces.fra.ces | 10.7 | 0.380 |
news - test2008 - fradeu.fra.deu | 13.8 | 0.435 |
news - test2008 - fraeng.fra.eng | 19.8 | 0.479 |
news - test2008 - fraspa.fra.spa | 24.8 | 0.522 |
news - test2008 - spaces.spa.ces | 11.0 | 0.380 |
news - test2008 - spadeu.spa.deu | 14.0 | 0.433 |
news - test2008 - spaeng.spa.eng | 20.6 | 0.488 |
news - test2008 - spafra.spa.fra | 23.3 | 0.518 |
newstest2009 - cesdeu.ces.deu | 12.9 | 0.427 |
newstest2009 - ceseng.ces.eng | 17.0 | 0.456 |
newstest2009 - cesfra.ces.fra | 15.4 | 0.447 |
newstest2009 - cesita.ces.ita | 14.9 | 0.454 |
newstest2009 - cesspa.ces.spa | 17.1 | 0.458 |
newstest2009 - deuces.deu.ces | 10.3 | 0.370 |
newstest2009 - deueng.deu.eng | 17.7 | 0.458 |
newstest2009 - deufra.deu.fra | 15.9 | 0.447 |
newstest2009 - deuita.deu.ita | 14.7 | 0.446 |
newstest2009 - deuspa.deu.spa | 17.2 | 0.453 |
newstest2009 - engces.eng.ces | 11.0 | 0.387 |
newstest2009 - engdeu.eng.deu | 13.6 | 0.440 |
newstest2009 - engfra.eng.fra | 20.3 | 0.496 |
newstest2009 - engita.eng.ita | 20.8 | 0.509 |
newstest2009 - engspa.eng.spa | 21.9 | 0.503 |
newstest2009 - fraces.fra.ces | 11.3 | 0.385 |
newstest2009 - fradeu.fra.deu | 14.0 | 0.436 |
newstest2009 - fraeng.fra.eng | 21.8 | 0.496 |
newstest2009 - fraita.fra.ita | 22.1 | 0.526 |
newstest2009 - fraspa.fra.spa | 24.8 | 0.525 |
newstest2009 - itaces.ita.ces | 11.5 | 0.382 |
newstest2009 - itadeu.ita.deu | 13.3 | 0.430 |
newstest2009 - itaeng.ita.eng | 23.6 | 0.508 |
newstest2009 - itafra.ita.fra | 22.9 | 0.516 |
newstest2009 - itaspa.ita.spa | 25.4 | 0.529 |
newstest2009 - spaces.spa.ces | 11.3 | 0.386 |
newstest2009 - spadeu.spa.deu | 13.5 | 0.434 |
newstest2009 - spaeng.spa.eng | 22.4 | 0.500 |
newstest2009 - spafra.spa.fra | 23.2 | 0.520 |
newstest2009 - spaita.spa.ita | 24.0 | 0.538 |
newstest2010 - cesdeu.ces.deu | 13.1 | 0.431 |
newstest2010 - ceseng.ces.eng | 16.9 | 0.459 |
newstest2010 - cesfra.ces.fra | 15.6 | 0.450 |
newstest2010 - cesspa.ces.spa | 18.5 | 0.467 |
newstest2010 - deuces.deu.ces | 11.4 | 0.387 |
newstest2010 - deueng.deu.eng | 19.6 | 0.481 |
newstest2010 - deufra.deu.fra | 17.7 | 0.471 |
newstest2010 - deuspa.deu.spa | 20.0 | 0.478 |
newstest2010 - engces.eng.ces | 11.4 | 0.393 |
newstest2010 - engdeu.eng.deu | 15.1 | 0.448 |
newstest2010 - engfra.eng.fra | 21.4 | 0.506 |
newstest2010 - engspa.eng.spa | 25.0 | 0.525 |
newstest2010 - fraces.fra.ces | 11.1 | 0.386 |
newstest2010 - fradeu.fra.deu | 14.2 | 0.442 |
newstest2010 - fraeng.fra.eng | 22.6 | 0.507 |
newstest2010 - fraspa.fra.spa | 26.6 | 0.542 |
newstest2010 - spaces.spa.ces | 12.2 | 0.396 |
newstest2010 - spadeu.spa.deu | 15.1 | 0.445 |
newstest2010 - spaeng.spa.eng | 24.3 | 0.521 |
newstest2010 - spafra.spa.fra | 24.8 | 0.536 |
newstest2011 - cesdeu.ces.deu | 13.1 | 0.423 |
newstest2011 - ceseng.ces.eng | 18.2 | 0.463 |
newstest2011 - cesfra.ces.fra | 17.4 | 0.458 |
newstest2011 - cesspa.ces.spa | 18.9 | 0.464 |
newstest2011 - deuces.deu.ces | 11.2 | 0.376 |
newstest2011 - deueng.deu.eng | 18.3 | 0.464 |
newstest2011 - deufra.deu.fra | 17.0 | 0.457 |
newstest2011 - deuspa.deu.spa | 19.2 | 0.464 |
newstest2011 - engces.eng.ces | 12.4 | 0.395 |
newstest2011 - engdeu.eng.deu | 14.5 | 0.437 |
newstest2011 - engfra.eng.fra | 23.6 | 0.522 |
newstest2011 - engspa.eng.spa | 26.6 | 0.530 |
newstest2011 - fraces.fra.ces | 12.5 | 0.394 |
newstest2011 - fradeu.fra.deu | 14.2 | 0.433 |
newstest2011 - fraeng.fra.eng | 24.3 | 0.521 |
newstest2011 - fraspa.fra.spa | 29.1 | 0.551 |
newstest2011 - spaces.spa.ces | 12.3 | 0.390 |
newstest2011 - spadeu.spa.deu | 14.4 | 0.435 |
newstest2011 - spaeng.spa.eng | 25.0 | 0.521 |
newstest2011 - spafra.spa.fra | 25.6 | 0.537 |
newstest2012 - cesdeu.ces.deu | 13.1 | 0.420 |
newstest2012 - ceseng.ces.eng | 17.5 | 0.457 |
newstest2012 - cesfra.ces.fra | 16.8 | 0.452 |
newstest2012 - cesrus.ces.rus | 11.2 | 0.379 |
newstest2012 - cesspa.ces.spa | 18.1 | 0.457 |
newstest2012 - deuces.deu.ces | 11.2 | 0.368 |
newstest2012 - deueng.deu.eng | 19.4 | 0.472 |
newstest2012 - deufra.deu.fra | 17.7 | 0.464 |
newstest2012 - deurus.deu.rus | 10.3 | 0.370 |
newstest2012 - deuspa.deu.spa | 19.6 | 0.467 |
newstest2012 - engces.eng.ces | 11.1 | 0.375 |
newstest2012 - engdeu.eng.deu | 14.6 | 0.440 |
newstest2012 - engfra.eng.fra | 22.4 | 0.512 |
newstest2012 - engrus.eng.rus | 17.6 | 0.452 |
newstest2012 - engspa.eng.spa | 26.5 | 0.527 |
newstest2012 - fraces.fra.ces | 11.9 | 0.383 |
newstest2012 - fradeu.fra.deu | 14.6 | 0.437 |
newstest2012 - fraeng.fra.eng | 24.3 | 0.516 |
newstest2012 - frarus.fra.rus | 11.9 | 0.393 |
newstest2012 - fraspa.fra.spa | 28.3 | 0.545 |
newstest2012 - rusces.rus.ces | 9.0 | 0.340 |
newstest2012 - rusdeu.rus.deu | 10.0 | 0.383 |
newstest2012 - ruseng.rus.eng | 22.4 | 0.492 |
newstest2012 - rusfra.rus.fra | 13.3 | 0.427 |
newstest2012 - russpa.rus.spa | 16.6 | 0.437 |
newstest2012 - spaces.spa.ces | 11.9 | 0.381 |
newstest2012 - spadeu.spa.deu | 14.8 | 0.440 |
newstest2012 - spaeng.spa.eng | 26.5 | 0.534 |
newstest2012 - spafra.spa.fra | 25.0 | 0.539 |
newstest2012 - sparus.spa.rus | 12.4 | 0.401 |
newstest2013 - cesdeu.ces.deu | 14.3 | 0.434 |
newstest2013 - ceseng.ces.eng | 18.5 | 0.463 |
newstest2013 - cesfra.ces.fra | 16.6 | 0.444 |
newstest2013 - cesrus.ces.rus | 13.6 | 0.406 |
newstest2013 - cesspa.ces.spa | 18.2 | 0.455 |
newstest2013 - deuces.deu.ces | 11.7 | 0.380 |
newstest2013 - deueng.deu.eng | 20.9 | 0.481 |
newstest2013 - deufra.deu.fra | 18.1 | 0.460 |
newstest2013 - deurus.deu.rus | 11.7 | 0.384 |
newstest2013 - deuspa.deu.spa | 19.4 | 0.463 |
newstest2013 - engces.eng.ces | 12.7 | 0.394 |
newstest2013 - engdeu.eng.deu | 16.7 | 0.455 |
newstest2013 - engfra.eng.fra | 22.7 | 0.499 |
newstest2013 - engrus.eng.rus | 13.3 | 0.408 |
newstest2013 - engspa.eng.spa | 23.6 | 0.506 |
newstest2013 - fraces.fra.ces | 11.8 | 0.379 |
newstest2013 - fradeu.fra.deu | 15.6 | 0.446 |
newstest2013 - fraeng.fra.eng | 23.6 | 0.506 |
newstest2013 - frarus.fra.rus | 12.9 | 0.399 |
newstest2013 - fraspa.fra.spa | 25.3 | 0.519 |
newstest2013 - rusces.rus.ces | 11.6 | 0.376 |
newstest2013 - rusdeu.rus.deu | 12.4 | 0.410 |
newstest2013 - ruseng.rus.eng | 17.8 | 0.448 |
newstest2013 - rusfra.rus.fra | 14.8 | 0.434 |
newstest2013 - russpa.rus.spa | 17.9 | 0.446 |
newstest2013 - spaces.spa.ces | 12.5 | 0.391 |
newstest2013 - spadeu.spa.deu | 15.9 | 0.449 |
newstest2013 - spaeng.spa.eng | 24.0 | 0.518 |
newstest2013 - spafra.spa.fra | 24.3 | 0.522 |
newstest2013 - sparus.spa.rus | 13.9 | 0.411 |
newstest2014 - csen - ceseng.ces.eng | 19.0 | 0.475 |
newstest2014 - deen - deueng.deu.eng | 19.2 | 0.468 |
newstest2014 - fren - fraeng.fra.eng | 23.9 | 0.521 |
newstest2014 - hien - enghin.eng.hin | 5.9 | 0.268 |
newstest2014 - hien - hineng.hin.eng | 8.8 | 0.348 |
newstest2014 - ruen - ruseng.rus.eng | 19.1 | 0.475 |
newstest2015 - encs - ceseng.ces.eng | 17.9 | 0.450 |
newstest2015 - encs - engces.eng.ces | 12.1 | 0.392 |
newstest2015 - ende - deueng.deu.eng | 21.1 | 0.478 |
newstest2015 - endf - deufra.deu.fra | 17.7 | 0.471 |
newstest2015 - enes - engspa.eng.spa | 23.9 | 0.516 |
newstest2015 - enit - engita.eng.ita | 23.8 | 0.524 |
newstest2015 - enro - engron.eng.ron | 23.7 | 0.527 |
newstest2015 - enru - engrus.eng.rus | 19.8 | 0.486 |
newstest2015 - frde - fraeng.fra.eng | 23.9 | 0.521 |
newstest2015 - frenc - fraeng.fra.eng | 23.9 | 0.521 |
newstest2015 - frit - fraita.fra.ita | 24.0 | 0.528 |
newstest2015 - frro - fraeng.fra.eng | 23.9 | 0.521 |
newstest2015 - frru - fraeng.fra.eng | 23.9 | 0.521 |
newstest2015 - itde - itaeng.ita.eng | 24.7 | 0.517 |
newstest2015 - itenc - itaeng.ita.eng | 24.7 | 0.517 |
newstest2015 - itfr - itaeng.ita.eng | 24.7 | 0.517 |
newstest2015 - itro - itaeng.ita.eng | 24.7 | 0.517 |
newstest2015 - itru - itaeng.ita.eng | 24.7 | 0.517 |
newstest2015 - rode - roneng.ron.eng | 26.0 | 0.534 |
newstest2015 - roenc - roneng.ron.eng | 26.0 | 0.534 |
newstest2015 - rofr - roneng.ron.eng | 26.0 | 0.534 |
newstest2015 - roit - roneng.ron.eng | 26.0 | 0.534 |
newstest2015 - roru - roneng.ron.eng | 26.0 | 0.534 |
newstest2015 - rues - ruseng.rus.eng | 19.1 | 0.475 |
newstest2015 - ruenc - ruseng.rus.eng | 19.1 | 0.475 |
newstest2015 - ruenf - ruseng.rus.eng | 19.1 | 0.475 |
newstest2015 - ruenit - ruseng.rus.eng | 19.1 | 0.475 |
newstest2015 - ruenro - ruseng.rus.eng | 19.1 | 0.475 |
newstest2015 - ruenru - ruseng.rus.eng | 19.1 | 0.475 |
newstest2015 - spde - spaeng.spa.eng | 22.9 | 0.509 |
newstest2015 - spenc - spaeng.spa.eng | 22.9 | 0.509 |
newstest2015 - spfr - spaeng.spa.eng | 22.9 | 0.509 |
newstest2015 - spit - spaeng.spa.eng | 22.9 | 0.509 |
newstest2015 - spro - spaeng.spa.eng | 22.9 | 0.509 |
newstest2015 - spru - spaeng.spa.eng | 22.9 | 0.509 |
📄 License
This project is licensed under the Apache - 2.0 license.
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