đ Sla-Eng Translation Model
This is a translation model that translates from Slavic languages to English, offering high - quality translation services with specific pre - processing and performance benchmarks.
đ Quick Start
This model is designed for translating from Slavic languages to English. You can download the original weights and test set translations from the provided links below.
⨠Features
- Multilingual Support: Supports multiple Slavic languages including Belarusian, Croatian, Macedonian, Czech, Russian, Polish, Bulgarian, Ukrainian, Slovene, etc.
- Transformer Model: Utilizes a Transformer - based architecture for translation.
- Pre - processing: Applies normalization and SentencePiece (spm32k, spm32k) 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
Model Information
- Source Group: Slavic languages
- Target Group: English
- OPUS Readme: [sla - eng](https://github.com/Helsinki - NLP/Tatoeba - Challenge/tree/master/models/sla - eng/README.md)
- Model: Transformer
- Source Languages: bel, bel_Latn, bos_Latn, bul, bul_Latn, ces, csb_Latn, dsb, hrv, hsb, mkd, orv_Cyrl, pol, rue, rus, slv, srp_Cyrl, srp_Latn, ukr
- Target Languages: eng
- Pre - processing: normalization + SentencePiece (spm32k, spm32k)
- Download Original Weights: [opus2m - 2020 - 08 - 01.zip](https://object.pouta.csc.fi/Tatoeba - MT - models/sla - eng/opus2m - 2020 - 08 - 01.zip)
- Test Set Translations: [opus2m - 2020 - 08 - 01.test.txt](https://object.pouta.csc.fi/Tatoeba - MT - models/sla - eng/opus2m - 2020 - 08 - 01.test.txt)
- Test Set Scores: [opus2m - 2020 - 08 - 01.eval.txt](https://object.pouta.csc.fi/Tatoeba - MT - models/sla - eng/opus2m - 2020 - 08 - 01.eval.txt)
Benchmarks
| Testset |
BLEU |
chr - F |
| newssyscomb2009 - ceseng.ces.eng |
26.7 |
0.542 |
| newstest2009 - ceseng.ces.eng |
25.2 |
0.534 |
| newstest2010 - ceseng.ces.eng |
25.9 |
0.545 |
| newstest2011 - ceseng.ces.eng |
26.8 |
0.544 |
| newstest2012 - ceseng.ces.eng |
25.6 |
0.536 |
| newstest2012 - ruseng.rus.eng |
32.5 |
0.588 |
| newstest2013 - ceseng.ces.eng |
28.8 |
0.556 |
| newstest2013 - ruseng.rus.eng |
26.4 |
0.532 |
| newstest2014 - csen - ceseng.ces.eng |
31.4 |
0.591 |
| newstest2014 - ruen - ruseng.rus.eng |
29.6 |
0.576 |
| newstest2015 - encs - ceseng.ces.eng |
28.2 |
0.545 |
| newstest2015 - enru - ruseng.rus.eng |
28.1 |
0.551 |
| newstest2016 - encs - ceseng.ces.eng |
30.0 |
0.567 |
| newstest2016 - enru - ruseng.rus.eng |
27.4 |
0.548 |
| newstest2017 - encs - ceseng.ces.eng |
26.5 |
0.537 |
| newstest2017 - enru - ruseng.rus.eng |
31.0 |
0.574 |
| newstest2018 - encs - ceseng.ces.eng |
27.9 |
0.548 |
| newstest2018 - enru - ruseng.rus.eng |
26.8 |
0.545 |
| newstest2019 - ruen - ruseng.rus.eng |
29.1 |
0.562 |
| Tatoeba - test.bel - eng.bel.eng |
42.5 |
0.609 |
| Tatoeba - test.bul - eng.bul.eng |
55.4 |
0.697 |
| Tatoeba - test.ces - eng.ces.eng |
53.1 |
0.688 |
| Tatoeba - test.csb - eng.csb.eng |
23.1 |
0.446 |
| Tatoeba - test.dsb - eng.dsb.eng |
31.1 |
0.467 |
| Tatoeba - test.hbs - eng.hbs.eng |
56.1 |
0.702 |
| Tatoeba - test.hsb - eng.hsb.eng |
46.2 |
0.597 |
| Tatoeba - test.mkd - eng.mkd.eng |
54.5 |
0.680 |
| Tatoeba - test.multi.eng |
53.2 |
0.683 |
| Tatoeba - test.orv - eng.orv.eng |
12.1 |
0.292 |
| Tatoeba - test.pol - eng.pol.eng |
51.1 |
0.671 |
| Tatoeba - test.rue - eng.rue.eng |
19.6 |
0.389 |
| Tatoeba - test.rus - eng.rus.eng |
54.1 |
0.686 |
| Tatoeba - test.slv - eng.slv.eng |
43.4 |
0.610 |
| Tatoeba - test.ukr - eng.ukr.eng |
53.8 |
0.685 |
System Info
| Property |
Details |
| hf_name |
sla - eng |
| source_languages |
sla |
| target_languages |
eng |
| opus_readme_url |
https://github.com/Helsinki - NLP/Tatoeba - Challenge/tree/master/models/sla - eng/README.md |
| original_repo |
Tatoeba - Challenge |
| tags |
['translation'] |
| languages |
['be', 'hr', 'mk', 'cs', 'ru', 'pl', 'bg', 'uk', 'sl', 'sla', 'en'] |
| src_constituents |
{'bel', 'hrv', 'orv_Cyrl', 'mkd', 'bel_Latn', 'srp_Latn', 'bul_Latn', 'ces', 'bos_Latn', 'csb_Latn', 'dsb', 'hsb', 'rus', 'srp_Cyrl', 'pol', 'rue', 'bul', 'ukr', 'slv'} |
| tgt_constituents |
{'eng'} |
| src_multilingual |
True |
| tgt_multilingual |
False |
| prepro |
normalization + SentencePiece (spm32k, spm32k) |
| url_model |
https://object.pouta.csc.fi/Tatoeba - MT - models/sla - eng/opus2m - 2020 - 08 - 01.zip |
| url_test_set |
https://object.pouta.csc.fi/Tatoeba - MT - models/sla - eng/opus2m - 2020 - 08 - 01.test.txt |
| src_alpha3 |
sla |
| tgt_alpha3 |
eng |
| short_pair |
sla - en |
| chrF2_score |
0.6829999999999999 |
| bleu |
53.2 |
| brevity_penalty |
0.9740000000000001 |
| ref_len |
70897.0 |
| src_name |
Slavic languages |
| tgt_name |
English |
| train_date |
2020 - 08 - 01 |
| src_alpha2 |
sla |
| tgt_alpha2 |
en |
| prefer_old |
False |
| long_pair |
sla - eng |
| helsinki_git_sha |
480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 |
| transformers_git_sha |
2207e5d8cb224e954a7cba69fa4ac2309e9ff30b |
| port_machine |
brutasse |
| port_time |
2020 - 08 - 21 - 14:41 |
đ§ Technical Details
No technical details are provided in the original document.
đ License
This project is licensed under the Apache - 2.0 license.
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