đ GMW-ENG Translation Model
This project focuses on the translation between West Germanic languages and English. It provides a Transformer-based model with detailed evaluation scores and system information.
⨠Features
- Multilingual Support: Supports multiple West Germanic languages as source languages, including
afr, ang_Latn, deu, etc., with English as the target language.
- Transformer Model: Utilizes the Transformer architecture for translation tasks.
- Pre - processing: Applies normalization and SentencePiece (spm32k, spm32k) for pre - processing.
đĻ Installation
No specific installation steps are provided in the original document.
đģ Usage Examples
No code examples are provided in the original document.
đ Documentation
GMW - ENG Translation Details
- Source Group: West Germanic languages
- Target Group: English
- OPUS Readme: gmw - eng
- Model: Transformer
- Source Language(s):
afr, ang_Latn, deu, enm_Latn, frr, fry, gos, gsw, ksh, ltz, nds, nld, pdc, sco, stq, swg, yid
- Target Language(s):
eng
- Pre - processing: normalization + SentencePiece (spm32k, spm32k)
- Download Original Weights: opus2m - 2020 - 08 - 01.zip
- Test Set Translations: opus2m - 2020 - 08 - 01.test.txt
- Test Set Scores: opus2m - 2020 - 08 - 01.eval.txt
Benchmarks
| Testset |
BLEU |
chr - F |
| newssyscomb2009 - deueng.deu.eng |
27.2 |
0.538 |
| news - test2008 - deueng.deu.eng |
25.7 |
0.534 |
| newstest2009 - deueng.deu.eng |
25.1 |
0.530 |
| newstest2010 - deueng.deu.eng |
27.9 |
0.565 |
| newstest2011 - deueng.deu.eng |
25.3 |
0.539 |
| newstest2012 - deueng.deu.eng |
26.6 |
0.548 |
| newstest2013 - deueng.deu.eng |
29.6 |
0.565 |
| newstest2014 - deen - deueng.deu.eng |
30.2 |
0.571 |
| newstest2015 - ende - deueng.deu.eng |
31.5 |
0.577 |
| newstest2016 - ende - deueng.deu.eng |
36.7 |
0.622 |
| newstest2017 - ende - deueng.deu.eng |
32.3 |
0.585 |
| newstest2018 - ende - deueng.deu.eng |
39.9 |
0.638 |
| newstest2019 - deen - deueng.deu.eng |
35.9 |
0.611 |
| Tatoeba - test.afr - eng.afr.eng |
61.8 |
0.750 |
| Tatoeba - test.ang - eng.ang.eng |
7.3 |
0.220 |
| Tatoeba - test.deu - eng.deu.eng |
48.3 |
0.657 |
| Tatoeba - test.enm - eng.enm.eng |
16.1 |
0.423 |
| Tatoeba - test.frr - eng.frr.eng |
7.0 |
0.168 |
| Tatoeba - test.fry - eng.fry.eng |
28.6 |
0.488 |
| Tatoeba - test.gos - eng.gos.eng |
15.5 |
0.326 |
| Tatoeba - test.gsw - eng.gsw.eng |
12.7 |
0.308 |
| Tatoeba - test.ksh - eng.ksh.eng |
8.4 |
0.254 |
| Tatoeba - test.ltz - eng.ltz.eng |
28.7 |
0.453 |
| Tatoeba - test.multi.eng |
48.5 |
0.646 |
| Tatoeba - test.nds - eng.nds.eng |
31.4 |
0.509 |
| Tatoeba - test.nld - eng.nld.eng |
58.1 |
0.728 |
| Tatoeba - test.pdc - eng.pdc.eng |
25.1 |
0.406 |
| Tatoeba - test.sco - eng.sco.eng |
40.8 |
0.570 |
| Tatoeba - test.stq - eng.stq.eng |
20.3 |
0.380 |
| Tatoeba - test.swg - eng.swg.eng |
20.5 |
0.315 |
| Tatoeba - test.yid - eng.yid.eng |
16.0 |
0.366 |
System Info
| Property |
Details |
| hf_name |
gmw - eng |
| source_languages |
gmw |
| target_languages |
eng |
| opus_readme_url |
https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gmw-eng/README.md |
| original_repo |
Tatoeba - Challenge |
| tags |
['translation'] |
| languages |
['nl', 'en', 'lb', 'af', 'de', 'fy', 'yi', 'gmw'] |
| src_constituents |
{'ksh', 'nld', 'eng', 'enm_Latn', 'ltz', 'stq', 'afr', 'pdc', 'deu', 'gos', 'ang_Latn', 'fry', 'gsw', 'frr', 'nds', 'yid', 'swg', 'sco'} |
| tgt_constituents |
{'eng'} |
| src_multilingual |
True |
| tgt_multilingual |
False |
| prepro |
normalization + SentencePiece (spm32k, spm32k) |
| url_model |
https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-eng/opus2m-2020-08-01.zip |
| url_test_set |
https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-eng/opus2m-2020-08-01.test.txt |
| src_alpha3 |
gmw |
| tgt_alpha3 |
eng |
| short_pair |
gmw - en |
| chrF2_score |
0.6459999999999999 |
| bleu |
48.5 |
| brevity_penalty |
0.997 |
| ref_len |
72584.0 |
| src_name |
West Germanic languages |
| tgt_name |
English |
| train_date |
2020 - 08 - 01 |
| src_alpha2 |
gmw |
| tgt_alpha2 |
en |
| prefer_old |
False |
| long_pair |
gmw - eng |
| helsinki_git_sha |
480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 |
| transformers_git_sha |
2207e5d8cb224e954a7cba69fa4ac2309e9ff30b |
| port_machine |
brutasse |
| port_time |
2020 - 08 - 21 - 14:41 |
đ§ Technical Details
No technical implementation details are provided in the original document.
đ License
The 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)
