readme: ---
  language:
  - be
  - en
  - ru
  - uk
  - zle
  tags:
  - translation
  - opus-mt-tc
  license: cc-by-4.0
  model-index:
  - name: opus-mt-tc-big-zle-en
    results:
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: flores101-devtest
        type: flores_101
        args: rus eng devtest
      metrics:
      - name: BLEU
        type: bleu
        value: 35.2
    - task:
        name: Translation ukr-eng
        type: translation
        args: ukr-eng
      dataset:
        name: flores101-devtest
        type: flores_101
        args: ukr eng devtest
      metrics:
      - name: BLEU
        type: bleu
        value: 39.2
    - task:
        name: Translation bel-eng
        type: translation
        args: bel-eng
      dataset:
        name: tatoeba-test-v2021-08-07
        type: tatoeba_mt
        args: bel-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 48.1
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: tatoeba-test-v2021-08-07
        type: tatoeba_mt
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 57.4
    - task:
        name: Translation ukr-eng
        type: translation
        args: ukr-eng
      dataset:
        name: tatoeba-test-v2021-08-07
        type: tatoeba_mt
        args: ukr-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 56.9
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: tico19-test
        type: tico19-test
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 33.3
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2012
        type: wmt-2012-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 39.2
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2013
        type: wmt-2013-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 31.3
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2014
        type: wmt-2014-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 40.5
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2015
        type: wmt-2015-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 36.1
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2016
        type: wmt-2016-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 35.7
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2017
        type: wmt-2017-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 40.8
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2018
        type: wmt-2018-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 35.2
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2019
        type: wmt-2019-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 41.6
    - task:
        name: Translation rus-eng
        type: translation
        args: rus-eng
      dataset:
        name: newstest2020
        type: wmt-2020-news
        args: rus-eng
      metrics:
      - name: BLEU
        type: bleu
        value: 36.9
  ---
  # opus-mt-tc-big-zle-en
  
  Neural machine translation model for translating from East Slavic languages (zle) to English (en).
  
  This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train).
  
  * Publications: [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.)
  
  ```
  @inproceedings{tiedemann-thottingal-2020-opus,
      title = "{OPUS}-{MT} {--} Building open translation services for the World",
      author = {Tiedemann, J{\"o}rg  and Thottingal, Santhosh},
      booktitle = "Proceedings of the 22nd