đ Eng-Urj Translation Model
This project focuses on English to Uralic languages translation. It provides a Transformer-based model with detailed information on pre - processing, benchmarks, and system details.
đ Quick Start
The model is designed for translating English to various Uralic languages. To use it, you need to follow the pre - processing steps and use the appropriate language tokens.
⨠Features
- Multi - target Languages: Capable of translating English to multiple Uralic languages including Estonian, Finnish, Hungarian, etc.
- Transformer Model: Utilizes a Transformer architecture for high - quality translation.
- Pre - processing: Applies normalization and SentencePiece for text pre - processing.
đĻ Installation
There is no specific installation command provided in the original document. If you want to use the model, you can download the original weights from opus2m - 2020 - 08 - 02.zip.
đ Documentation
eng - urj
-
Source Group: English
-
Target Group: Uralic languages
-
OPUS Readme: eng - urj
-
Model: Transformer
-
Source Language(s): eng
-
Target Language(s): est fin fkv_Latn hun izh kpv krl liv_Latn mdf mhr myv sma sme udm vro
-
Pre - processing: normalization + SentencePiece (spm32k,spm32k)
-
A sentence initial language token is required in the form of >>id<< (id = valid target language ID)
-
Download Original Weights: opus2m - 2020 - 08 - 02.zip
-
Test Set Translations: opus2m - 2020 - 08 - 02.test.txt
-
Test Set Scores: opus2m - 2020 - 08 - 02.eval.txt
Benchmarks
| Testset |
BLEU |
chr - F |
| newsdev2015 - enfi - engfin.eng.fin |
18.3 |
0.519 |
| newsdev2018 - enet - engest.eng.est |
19.3 |
0.520 |
| newssyscomb2009 - enghun.eng.hun |
15.4 |
0.471 |
| newstest2009 - enghun.eng.hun |
15.7 |
0.468 |
| newstest2015 - enfi - engfin.eng.fin |
20.2 |
0.534 |
| newstest2016 - enfi - engfin.eng.fin |
20.7 |
0.541 |
| newstest2017 - enfi - engfin.eng.fin |
23.6 |
0.566 |
| newstest2018 - enet - engest.eng.est |
20.8 |
0.535 |
| newstest2018 - enfi - engfin.eng.fin |
15.8 |
0.499 |
| newstest2019 - enfi - engfin.eng.fin |
19.9 |
0.518 |
| newstestB2016 - enfi - engfin.eng.fin |
16.6 |
0.509 |
| newstestB2017 - enfi - engfin.eng.fin |
19.4 |
0.529 |
| Tatoeba - test.eng - chm.eng.chm |
1.3 |
0.127 |
| Tatoeba - test.eng - est.eng.est |
51.0 |
0.692 |
| Tatoeba - test.eng - fin.eng.fin |
34.6 |
0.597 |
| Tatoeba - test.eng - fkv.eng.fkv |
2.2 |
0.302 |
| Tatoeba - test.eng - hun.eng.hun |
35.6 |
0.591 |
| Tatoeba - test.eng - izh.eng.izh |
5.7 |
0.211 |
| Tatoeba - test.eng - kom.eng.kom |
3.0 |
0.012 |
| Tatoeba - test.eng - krl.eng.krl |
8.5 |
0.230 |
| Tatoeba - test.eng - liv.eng.liv |
2.7 |
0.077 |
| Tatoeba - test.eng - mdf.eng.mdf |
2.8 |
0.007 |
| Tatoeba - test.eng.multi |
35.1 |
0.588 |
| Tatoeba - test.eng - myv.eng.myv |
1.3 |
0.014 |
| Tatoeba - test.eng - sma.eng.sma |
1.8 |
0.095 |
| Tatoeba - test.eng - sme.eng.sme |
6.8 |
0.204 |
| Tatoeba - test.eng - udm.eng.udm |
1.1 |
0.121 |
System Info
| Property |
Details |
| hf_name |
eng - urj |
| source_languages |
eng |
| target_languages |
urj |
| opus_readme_url |
https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-urj/README.md |
| original_repo |
Tatoeba - Challenge |
| tags |
['translation'] |
| languages |
['en', 'se', 'fi', 'hu', 'et', 'urj'] |
| src_constituents |
{'eng'} |
| tgt_constituents |
{'izh', 'mdf', 'vep', 'vro', 'sme', 'myv', 'fkv_Latn', 'krl', 'fin', 'hun', 'kpv', 'udm', 'liv_Latn', 'est', 'mhr', 'sma'} |
| src_multilingual |
False |
| tgt_multilingual |
True |
| prepro |
normalization + SentencePiece (spm32k,spm32k) |
| url_model |
https://object.pouta.csc.fi/Tatoeba-MT-models/eng-urj/opus2m-2020-08-02.zip |
| url_test_set |
https://object.pouta.csc.fi/Tatoeba-MT-models/eng-urj/opus2m-2020-08-02.test.txt |
| src_alpha3 |
eng |
| tgt_alpha3 |
urj |
| short_pair |
en - urj |
| chrF2_score |
0.588 |
| bleu |
35.1 |
| brevity_penalty |
0.943 |
| ref_len |
59664.0 |
| src_name |
English |
| tgt_name |
Uralic languages |
| train_date |
2020 - 08 - 02 |
| src_alpha2 |
en |
| tgt_alpha2 |
urj |
| prefer_old |
False |
| long_pair |
eng - urj |
| helsinki_git_sha |
480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 |
| transformers_git_sha |
2207e5d8cb224e954a7cba69fa4ac2309e9ff30b |
| port_machine |
brutasse |
| port_time |
2020 - 08 - 21 - 14:41 |
đ License
This project is licensed under the Apache - 2.0 license.
%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%23061b40;%20}%20.st1%20{%20fill:%20%23306af1;%20}%20.st2%20{%20fill:%20%235ce5cf;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st0'%20d='M55,10.5h9v3h-9v9h12V7.5h-12v3ZM64,19.5h-6v-3h6v3Z'/%3e%3cpolygon%20class='st0'%20points='69%2016.5%2078%2016.5%2078%2019.5%2069%2019.5%2069%2022.5%2081%2022.5%2081%2013.5%2072%2013.5%2072%2010.5%2081%2010.5%2081%207.5%2069%207.5%2069%2016.5'/%3e%3cpolygon%20class='st0'%20points='95%2010.5%2095%207.5%2083%207.5%2083%2022.5%2095%2022.5%2095%2019.5%2086%2019.5%2086%2016.5%2095%2016.5%2095%2013.5%2086%2013.5%2086%2010.5%2095%2010.5'/%3e%3cpath%20class='st0'%20d='M40,1.5v21h11.6l1.4-1.4v-7.6h0c0,0-1.4-1.5-1.4-1.5l1.4-1.4V2.9l-1.4-1.4h-11.6ZM50,19.5h-7v-6h7v6ZM50,10.5h-7v-6h7v6Z'/%3e%3c/g%3e%3cpath%20class='st1'%20d='M23.1,24L14.7,4.8l-4.9,11.2h3.8l-1.8,4H3.3L12.1,0H2C.9,0,0,.9,0,2v20c0,1.1.9,2,2,2h21.1Z'/%3e%3cpath%20class='st2'%20d='M34,0h-16.8l10.6,24h6.2c1.1,0,2-.9,2-2V2C36,.9,35.1,0,34,0ZM32.5,20h-4V4h4v16Z'/%3e%3c/svg%3e)
