readme: ---
  language:
  - bs
  - en
  - hr
  - sh
  - sr
  language_bcp47:
  - bs_Latn
  - sr_Cyrl
  - sr_Latn
  
  tags:
  - translation
  - opus-mt-tc
  
  license: cc-by-4.0
  model-index:
  - name: opus-mt-tc-base-en-sh
    results:
    - task:
        name: Translation eng-hrv
        type: translation
        args: eng-hrv
      dataset:
        name: flores200-dev
        type: flores200-dev
        args: eng-hrv
      metrics:
         - name: BLEU
           type: bleu
           value: 28.1
         - name: chr-F
           type: chrf
           value: 0.57963
    - task:
        name: Translation eng-srp_Cyrl
        type: translation
        args: eng-srp_Cyrl
      dataset:
        name: flores200-dev
        type: flores200-dev
        args: eng-srp_Cyrl
      metrics:
         - name: BLEU
           type: bleu
           value: 32.2
         - name: chr-F
           type: chrf
           value: 0.60096
    - task:
        name: Translation eng-hrv
        type: translation
        args: eng-hrv
      dataset:
        name: flores200-devtest
        type: flores200-devtest
        args: eng-hrv
      metrics:
         - name: BLEU
           type: bleu
           value: 28.9
         - name: chr-F
           type: chrf
           value: 0.58652
    - task:
        name: Translation eng-srp_Cyrl
        type: translation
        args: eng-srp_Cyrl
      dataset:
        name: flores200-devtest
        type: flores200-devtest
        args: eng-srp_Cyrl
      metrics:
         - name: BLEU
           type: bleu
           value: 31.7
         - name: chr-F
           type: chrf
           value: 0.59874
    - task:
        name: Translation eng-hrv
        type: translation
        args: eng-hrv
      dataset:
        name: flores101-devtest
        type: flores_101
        args: eng hrv devtest
      metrics:
         - name: BLEU
           type: bleu
           value: 28.7
         - name: chr-F
           type: chrf
           value: 0.586
    - task:
        name: Translation eng-srp_Cyrl
        type: translation
        args: eng-srp_Cyrl
      dataset:
        name: flores101-devtest
        type: flores_101
        args: eng srp_Cyrl devtest
      metrics:
         - name: BLEU
           type: bleu
           value: 31.7
         - name: chr-F
           type: chrf
           value: 0.59874
    - task:
        name: Translation eng-bos_Latn
        type: translation
        args: eng-bos_Latn
      dataset:
        name: tatoeba-test-v2021-08-07
        type: tatoeba_mt
        args: eng-bos_Latn
      metrics:
         - name: BLEU
           type: bleu
           value: 46.3
         - name: chr-F
           type: chrf
           value: 0.666
    - task:
        name: Translation eng-hbs
        type: translation
        args: eng-hbs
      dataset:
        name: tatoeba-test-v2021-08-07
        type: tatoeba_mt
        args: eng-hbs
      metrics:
         - name: BLEU
           type: bleu
           value: 42.1
         - name: chr-F
           type: chrf
           value: 0.631
    - task:
        name: Translation eng-hrv
        type: translation
        args: eng-hrv
      dataset:
        name: tatoeba-test-v2021-08-07
        type: tatoeba_mt
        args: eng-hrv
      metrics:
         - name: BLEU
           type: bleu
           value: 49.7
         - name: chr-F
           type: chrf
           value: 0.691
    - task:
        name: Translation eng-srp_Cyrl
        type: translation
        args: eng-srp_Cyrl
      dataset:
        name: tatoeba-test-v2021-08-07
        type: tatoeba_mt
        args: eng-srp_Cyrl
      metrics:
         - name: BLEU
           type: bleu
           value: 45.1
         - name: chr-F
           type: chrf
           value: 0.645
    - task:
        name: Translation eng-srp_Latn
        type: translation
        args: eng-srp_Latn
      dataset:
        name: tatoeba-test-v2021-08-07
        type: tatoeba_mt
        args: eng-srp_Latn
      metrics:
         - name: BLEU
           type: bleu
           value: 39.8
         - name: chr-F
           type: chrf
           value: 0.613
  ---
  # opus-mt-tc-base-en-sh
  
  ## Table of Contents
  - [Model Details](#model-details)
  - [Uses](#uses)
  - [Risks, Limitations and Biases](#risks-limitations-and-biases)
  - [How to Get Started With the Model](#how-to-get-started-with-the-model)
  - [Training](#training)
  - [Evaluation](#evaluation)
  - [Citation Information](#citation-information)
  - [Acknowledgements](#acknowledgements)
  
  ## Model Details
  
  Neural machine translation model for translating from English (en) to Serbo-Croatian (sh).
  
  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).
  **Model Description:**
  - **Developed by:** Language Technology Research Group at the University of Helsinki
  - **Model Type:** Transla