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--- |
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library_name: transformers |
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language: |
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- anp |
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- as |
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- awa |
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- bho |
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- bn |
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- bpy |
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- de |
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- dv |
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- en |
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- es |
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- fr |
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- gbm |
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- gu |
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- hi |
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- hif |
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- hne |
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- hns |
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- kok |
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- ks |
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- lah |
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- mag |
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- mai |
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- mr |
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- ne |
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- or |
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- pa |
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- pi |
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- pt |
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- rhg |
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- rmy |
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- rom |
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- sa |
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- sd |
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- si |
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- skr |
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- syl |
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- ur |
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tags: |
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- translation |
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- opus-mt-tc-bible |
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license: apache-2.0 |
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model-index: |
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- name: opus-mt-tc-bible-big-deu_eng_fra_por_spa-inc |
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results: |
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- task: |
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name: Translation deu-ben |
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type: translation |
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args: deu-ben |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: deu-ben |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 11.3 |
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- name: chr-F |
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type: chrf |
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value: 0.44696 |
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- task: |
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name: Translation deu-guj |
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type: translation |
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args: deu-guj |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: deu-guj |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 12.0 |
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- name: chr-F |
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type: chrf |
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value: 0.40939 |
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- task: |
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name: Translation deu-hin |
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type: translation |
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args: deu-hin |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: deu-hin |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 22.7 |
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- name: chr-F |
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type: chrf |
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value: 0.48864 |
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- task: |
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name: Translation deu-hne |
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type: translation |
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args: deu-hne |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: deu-hne |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.2 |
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- name: chr-F |
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type: chrf |
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value: 0.43166 |
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- task: |
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name: Translation deu-mag |
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type: translation |
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args: deu-mag |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: deu-mag |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.2 |
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- name: chr-F |
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type: chrf |
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value: 0.43058 |
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- task: |
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name: Translation deu-pan |
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type: translation |
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args: deu-pan |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: deu-pan |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.5 |
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- name: chr-F |
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type: chrf |
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value: 0.36795 |
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- task: |
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name: Translation deu-urd |
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type: translation |
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args: deu-urd |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: deu-urd |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.3 |
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- name: chr-F |
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type: chrf |
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value: 0.41167 |
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- task: |
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name: Translation eng-ben |
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type: translation |
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args: eng-ben |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-ben |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 17.7 |
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- name: chr-F |
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type: chrf |
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value: 0.52088 |
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- task: |
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name: Translation eng-bho |
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type: translation |
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args: eng-bho |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-bho |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 11.6 |
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- name: chr-F |
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type: chrf |
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value: 0.37333 |
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- task: |
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name: Translation eng-guj |
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type: translation |
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args: eng-guj |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-guj |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 23.2 |
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- name: chr-F |
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type: chrf |
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value: 0.54758 |
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- task: |
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name: Translation eng-hin |
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type: translation |
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args: eng-hin |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-hin |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 34.4 |
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- name: chr-F |
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type: chrf |
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value: 0.58825 |
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- task: |
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name: Translation eng-hne |
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type: translation |
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args: eng-hne |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-hne |
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metrics: |
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- name: BLEU |
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type: bleu |
|
value: 19.1 |
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- name: chr-F |
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type: chrf |
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value: 0.46144 |
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- task: |
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name: Translation eng-mag |
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type: translation |
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args: eng-mag |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-mag |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 21.9 |
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- name: chr-F |
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type: chrf |
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value: 0.50291 |
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- task: |
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name: Translation eng-mar |
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type: translation |
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args: eng-mar |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-mar |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 15.6 |
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- name: chr-F |
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type: chrf |
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value: 0.49344 |
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- task: |
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name: Translation eng-pan |
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type: translation |
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args: eng-pan |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-pan |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 18.4 |
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- name: chr-F |
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type: chrf |
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value: 0.45635 |
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- task: |
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name: Translation eng-sin |
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type: translation |
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args: eng-sin |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-sin |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 11.8 |
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- name: chr-F |
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type: chrf |
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value: 0.45683 |
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- task: |
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name: Translation eng-urd |
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type: translation |
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args: eng-urd |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: eng-urd |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 20.6 |
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- name: chr-F |
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type: chrf |
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value: 0.48224 |
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- task: |
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name: Translation fra-ben |
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type: translation |
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args: fra-ben |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: fra-ben |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 11.1 |
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- name: chr-F |
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type: chrf |
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value: 0.44486 |
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- task: |
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name: Translation fra-guj |
|
type: translation |
|
args: fra-guj |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: fra-guj |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 12.2 |
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- name: chr-F |
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type: chrf |
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value: 0.41021 |
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- task: |
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name: Translation fra-hin |
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type: translation |
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args: fra-hin |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: fra-hin |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 22.7 |
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- name: chr-F |
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type: chrf |
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value: 0.48632 |
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- task: |
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name: Translation fra-hne |
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type: translation |
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args: fra-hne |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: fra-hne |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 13.8 |
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- name: chr-F |
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type: chrf |
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value: 0.42777 |
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- task: |
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name: Translation fra-mag |
|
type: translation |
|
args: fra-mag |
|
dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: fra-mag |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 14.3 |
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- name: chr-F |
|
type: chrf |
|
value: 0.42725 |
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- task: |
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name: Translation fra-pan |
|
type: translation |
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args: fra-pan |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: fra-pan |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 10.6 |
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- name: chr-F |
|
type: chrf |
|
value: 0.36902 |
|
- task: |
|
name: Translation fra-urd |
|
type: translation |
|
args: fra-urd |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: fra-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40901 |
|
- task: |
|
name: Translation por-ben |
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type: translation |
|
args: por-ben |
|
dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: por-ben |
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metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43877 |
|
- task: |
|
name: Translation por-guj |
|
type: translation |
|
args: por-guj |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: por-guj |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38225 |
|
- task: |
|
name: Translation por-hin |
|
type: translation |
|
args: por-hin |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: por-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50121 |
|
- task: |
|
name: Translation por-hne |
|
type: translation |
|
args: por-hne |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: por-hne |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42270 |
|
- task: |
|
name: Translation por-mag |
|
type: translation |
|
args: por-mag |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: por-mag |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42146 |
|
- task: |
|
name: Translation por-urd |
|
type: translation |
|
args: por-urd |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: por-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41225 |
|
- task: |
|
name: Translation spa-hin |
|
type: translation |
|
args: spa-hin |
|
dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
|
args: spa-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43977 |
|
- task: |
|
name: Translation spa-hne |
|
type: translation |
|
args: spa-hne |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: spa-hne |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39555 |
|
- task: |
|
name: Translation spa-mag |
|
type: translation |
|
args: spa-mag |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: spa-mag |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39621 |
|
- task: |
|
name: Translation spa-urd |
|
type: translation |
|
args: spa-urd |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: spa-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37993 |
|
- task: |
|
name: Translation deu-ben |
|
type: translation |
|
args: deu-ben |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: deu ben devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44269 |
|
- task: |
|
name: Translation deu-hin |
|
type: translation |
|
args: deu-hin |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: deu hin devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48314 |
|
- task: |
|
name: Translation eng-ben |
|
type: translation |
|
args: eng-ben |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: eng ben devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51768 |
|
- task: |
|
name: Translation eng-guj |
|
type: translation |
|
args: eng-guj |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: eng guj devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.54325 |
|
- task: |
|
name: Translation eng-hin |
|
type: translation |
|
args: eng-hin |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: eng hin devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 34.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58472 |
|
- task: |
|
name: Translation fra-ben |
|
type: translation |
|
args: fra-ben |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: fra ben devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44304 |
|
- task: |
|
name: Translation fra-hin |
|
type: translation |
|
args: fra-hin |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: fra hin devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48245 |
|
- task: |
|
name: Translation deu-hin |
|
type: translation |
|
args: deu-hin |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: deu-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43252 |
|
- task: |
|
name: Translation deu-pan |
|
type: translation |
|
args: deu-pan |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: deu-pan |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36448 |
|
- task: |
|
name: Translation deu-urd |
|
type: translation |
|
args: deu-urd |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: deu-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41844 |
|
- task: |
|
name: Translation eng-ben |
|
type: translation |
|
args: eng-ben |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: eng-ben |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52381 |
|
- task: |
|
name: Translation eng-guj |
|
type: translation |
|
args: eng-guj |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: eng-guj |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49386 |
|
- task: |
|
name: Translation eng-hin |
|
type: translation |
|
args: eng-hin |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: eng-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 27.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52696 |
|
- task: |
|
name: Translation eng-mar |
|
type: translation |
|
args: eng-mar |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: eng-mar |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45244 |
|
- task: |
|
name: Translation eng-pan |
|
type: translation |
|
args: eng-pan |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: eng-pan |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46534 |
|
- task: |
|
name: Translation eng-sin |
|
type: translation |
|
args: eng-sin |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: eng-sin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44124 |
|
- task: |
|
name: Translation eng-urd |
|
type: translation |
|
args: eng-urd |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: eng-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50060 |
|
- task: |
|
name: Translation fra-hin |
|
type: translation |
|
args: fra-hin |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: fra-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42777 |
|
- task: |
|
name: Translation fra-urd |
|
type: translation |
|
args: fra-urd |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: fra-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41229 |
|
- task: |
|
name: Translation por-ben |
|
type: translation |
|
args: por-ben |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: por-ben |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44134 |
|
- task: |
|
name: Translation por-hin |
|
type: translation |
|
args: por-hin |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: por-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43461 |
|
- task: |
|
name: Translation por-urd |
|
type: translation |
|
args: por-urd |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: por-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41777 |
|
- task: |
|
name: Translation spa-ben |
|
type: translation |
|
args: spa-ben |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: spa-ben |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45329 |
|
- task: |
|
name: Translation spa-hin |
|
type: translation |
|
args: spa-hin |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: spa-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43747 |
|
- task: |
|
name: Translation spa-pan |
|
type: translation |
|
args: spa-pan |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: spa-pan |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36716 |
|
- task: |
|
name: Translation spa-urd |
|
type: translation |
|
args: spa-urd |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: spa-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41929 |
|
- task: |
|
name: Translation eng-hin |
|
type: translation |
|
args: eng-hin |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: eng-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 28.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52587 |
|
- task: |
|
name: Translation eng-mar |
|
type: translation |
|
args: eng-mar |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: eng-mar |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52516 |
|
- task: |
|
name: Translation multi-multi |
|
type: translation |
|
args: multi-multi |
|
dataset: |
|
name: tatoeba-test-v2020-07-28-v2023-09-26 |
|
type: tatoeba_mt |
|
args: multi-multi |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49252 |
|
- task: |
|
name: Translation eng-ben |
|
type: translation |
|
args: eng-ben |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: eng-ben |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51850 |
|
- task: |
|
name: Translation eng-hin |
|
type: translation |
|
args: eng-hin |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: eng-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 41.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.62999 |
|
- task: |
|
name: Translation eng-mar |
|
type: translation |
|
args: eng-mar |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: eng-mar |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45968 |
|
- task: |
|
name: Translation eng-nep |
|
type: translation |
|
args: eng-nep |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: eng-nep |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.54373 |
|
- task: |
|
name: Translation eng-urd |
|
type: translation |
|
args: eng-urd |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: eng-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50920 |
|
- task: |
|
name: Translation fra-hin |
|
type: translation |
|
args: fra-hin |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: fra-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48666 |
|
- task: |
|
name: Translation fra-nep |
|
type: translation |
|
args: fra-nep |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: fra-nep |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41414 |
|
- task: |
|
name: Translation fra-urd |
|
type: translation |
|
args: fra-urd |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: fra-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39479 |
|
- task: |
|
name: Translation por-ben |
|
type: translation |
|
args: por-ben |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: por-ben |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45609 |
|
- task: |
|
name: Translation por-hin |
|
type: translation |
|
args: por-hin |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: por-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55530 |
|
- task: |
|
name: Translation por-nep |
|
type: translation |
|
args: por-nep |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: por-nep |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47698 |
|
- task: |
|
name: Translation por-urd |
|
type: translation |
|
args: por-urd |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: por-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44747 |
|
- task: |
|
name: Translation spa-ben |
|
type: translation |
|
args: spa-ben |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: spa-ben |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46418 |
|
- task: |
|
name: Translation spa-hin |
|
type: translation |
|
args: spa-hin |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: spa-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55526 |
|
- task: |
|
name: Translation spa-mar |
|
type: translation |
|
args: spa-mar |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: spa-mar |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41189 |
|
- task: |
|
name: Translation spa-nep |
|
type: translation |
|
args: spa-nep |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: spa-nep |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47414 |
|
- task: |
|
name: Translation spa-urd |
|
type: translation |
|
args: spa-urd |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: spa-urd |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44788 |
|
- task: |
|
name: Translation eng-hin |
|
type: translation |
|
args: eng-hin |
|
dataset: |
|
name: newstest2014 |
|
type: wmt-2014-news |
|
args: eng-hin |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51541 |
|
- task: |
|
name: Translation eng-guj |
|
type: translation |
|
args: eng-guj |
|
dataset: |
|
name: newstest2019 |
|
type: wmt-2019-news |
|
args: eng-guj |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57815 |
|
--- |
|
# opus-mt-tc-bible-big-deu_eng_fra_por_spa-inc |
|
|
|
## 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 unknown (deu+eng+fra+por+spa) to Indic languages (inc). |
|
|
|
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:** Translation (transformer-big) |
|
- **Release**: 2024-05-30 |
|
- **License:** Apache-2.0 |
|
- **Language(s):** |
|
- Source Language(s): deu eng fra por spa |
|
- Target Language(s): anp asm awa ben bho bpy div dty gbm guj hif hin hne hns kas kok lah mag mai mar nep npi ori pan pli rhg rmy rom san sin skr snd syl urd |
|
- Valid Target Language Labels: >>aee<< >>aeq<< >>anp<< >>anr<< >>asm<< >>awa<< >>bdv<< >>ben<< >>bfb<< >>bfy<< >>bfz<< >>bgc<< >>bgd<< >>bge<< >>bgw<< >>bha<< >>bhb<< >>bhd<< >>bhe<< >>bhi<< >>bho<< >>bht<< >>bhu<< >>bjj<< >>bkk<< >>bmj<< >>bns<< >>bpx<< >>bpy<< >>bra<< >>btv<< >>ccp<< >>cdh<< >>cdi<< >>cdj<< >>cih<< >>clh<< >>ctg<< >>dcc<< >>dhn<< >>dho<< >>div<< >>dmk<< >>dml<< >>doi<< >>dry<< >>dty<< >>dub<< >>duh<< >>dwz<< >>emx<< >>gas<< >>gbk<< >>gbl<< >>gbm<< >>gdx<< >>ggg<< >>ghr<< >>gig<< >>gjk<< >>glh<< >>gra<< >>guj<< >>gwc<< >>gwf<< >>gwt<< >>haj<< >>hca<< >>hif<< >>hif_Latn<< >>hii<< >>hin<< >>hin_Latn<< >>hlb<< >>hne<< >>hns<< >>jdg<< >>jml<< >>jnd<< >>jns<< >>kas<< >>kas_Arab<< >>kas_Deva<< >>kbu<< >>keq<< >>key<< >>kfr<< >>kfs<< >>kft<< >>kfu<< >>kfv<< >>kfx<< >>kfy<< >>khn<< >>khw<< >>kjo<< >>kls<< >>kok<< >>kra<< >>ksy<< >>kvx<< >>kxp<< >>kyw<< >>lah<< >>lbm<< >>lhl<< >>lmn<< >>lss<< >>luv<< >>mag<< >>mai<< >>mar<< >>mby<< >>mjl<< >>mjz<< >>mkb<< >>mke<< >>mki<< >>mvy<< >>mwr<< >>nag<< >>nep<< >>nhh<< >>nli<< >>nlx<< >>noe<< >>noi<< >>npi<< >>odk<< >>omr<< >>ori<< >>ort<< >>pan<< >>pan_Guru<< >>paq<< >>pcl<< >>pgg<< >>phd<< >>phl<< >>pli<< >>plk<< >>plp<< >>pmh<< >>psh<< >>psi<< >>psu<< >>pwr<< >>raj<< >>rei<< >>rhg<< >>rhg_Latn<< >>rjs<< >>rkt<< >>rmi<< >>rmq<< >>rmt<< >>rmy<< >>rom<< >>rtw<< >>san<< >>san_Deva<< >>saz<< >>sbn<< >>sck<< >>scl<< >>sdg<< >>sdr<< >>shd<< >>sin<< >>sjp<< >>skr<< >>smm<< >>smv<< >>snd<< >>snd_Arab<< >>soi<< >>srx<< >>ssi<< >>sts<< >>syl<< >>syl_Sylo<< >>tdb<< >>the<< >>thl<< >>thq<< >>thr<< >>tkb<< >>tkt<< >>tnv<< >>tra<< >>trw<< >>urd<< >>ush<< >>vaa<< >>vah<< >>vas<< >>vav<< >>ved<< >>vgr<< >>wsv<< >>wtm<< >>xka<< >>xxx<< |
|
- **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-inc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) |
|
- **Resources for more information:** |
|
- [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/deu%2Beng%2Bfra%2Bpor%2Bspa-inc/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) |
|
- [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
|
- [More information about MarianNMT models in the transformers library](https://huggingface.co/docs/transformers/model_doc/marian) |
|
- [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/) |
|
- [HPLT bilingual data v1 (as part of the Tatoeba Translation Challenge dataset)](https://hplt-project.org/datasets/v1) |
|
- [A massively parallel Bible corpus](https://aclanthology.org/L14-1215/) |
|
|
|
This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of `>>id<<` (id = valid target language ID), e.g. `>>anp<<` |
|
|
|
## Uses |
|
|
|
This model can be used for translation and text-to-text generation. |
|
|
|
## Risks, Limitations and Biases |
|
|
|
**CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.** |
|
|
|
Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). |
|
|
|
## How to Get Started With the Model |
|
|
|
A short example code: |
|
|
|
```python |
|
from transformers import MarianMTModel, MarianTokenizer |
|
|
|
src_text = [ |
|
">>anp<< Replace this with text in an accepted source language.", |
|
">>urd<< This is the second sentence." |
|
] |
|
|
|
model_name = "pytorch-models/opus-mt-tc-bible-big-deu_eng_fra_por_spa-inc" |
|
tokenizer = MarianTokenizer.from_pretrained(model_name) |
|
model = MarianMTModel.from_pretrained(model_name) |
|
translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True)) |
|
|
|
for t in translated: |
|
print( tokenizer.decode(t, skip_special_tokens=True) ) |
|
``` |
|
|
|
You can also use OPUS-MT models with the transformers pipelines, for example: |
|
|
|
```python |
|
from transformers import pipeline |
|
pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-deu_eng_fra_por_spa-inc") |
|
print(pipe(">>anp<< Replace this with text in an accepted source language.")) |
|
``` |
|
|
|
## Training |
|
|
|
- **Data**: opusTCv20230926max50+bt+jhubc ([source](https://github.com/Helsinki-NLP/Tatoeba-Challenge)) |
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- **Pre-processing**: SentencePiece (spm32k,spm32k) |
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- **Model Type:** transformer-big |
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- **Original MarianNMT Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-inc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) |
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- **Training Scripts**: [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
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## Evaluation |
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* [Model scores at the OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/deu%2Beng%2Bfra%2Bpor%2Bspa-inc/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) |
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* test set translations: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-inc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt) |
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* test set scores: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-inc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt) |
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* benchmark results: [benchmark_results.txt](benchmark_results.txt) |
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* benchmark output: [benchmark_translations.zip](benchmark_translations.zip) |
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| langpair | testset | chr-F | BLEU | #sent | #words | |
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|----------|---------|-------|-------|-------|--------| |
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| eng-ben | tatoeba-test-v2021-08-07 | 0.48316 | 18.1 | 2500 | 11654 | |
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| eng-hin | tatoeba-test-v2021-08-07 | 0.52587 | 28.1 | 5000 | 32904 | |
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| eng-mar | tatoeba-test-v2021-08-07 | 0.52516 | 24.2 | 10396 | 61140 | |
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| eng-urd | tatoeba-test-v2021-08-07 | 0.46228 | 18.8 | 1663 | 12155 | |
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| deu-ben | flores101-devtest | 0.44269 | 10.8 | 1012 | 21155 | |
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| deu-hin | flores101-devtest | 0.48314 | 21.9 | 1012 | 27743 | |
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| eng-ben | flores101-devtest | 0.51768 | 17.4 | 1012 | 21155 | |
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| eng-guj | flores101-devtest | 0.54325 | 22.7 | 1012 | 23840 | |
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| eng-hin | flores101-devtest | 0.58472 | 34.1 | 1012 | 27743 | |
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| fra-ben | flores101-devtest | 0.44304 | 11.1 | 1012 | 21155 | |
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| fra-hin | flores101-devtest | 0.48245 | 22.5 | 1012 | 27743 | |
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| deu-ben | flores200-devtest | 0.44696 | 11.3 | 1012 | 21155 | |
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| deu-guj | flores200-devtest | 0.40939 | 12.0 | 1012 | 23840 | |
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| deu-hin | flores200-devtest | 0.48864 | 22.7 | 1012 | 27743 | |
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| deu-hne | flores200-devtest | 0.43166 | 14.2 | 1012 | 26582 | |
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| deu-mag | flores200-devtest | 0.43058 | 14.2 | 1012 | 26516 | |
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| deu-urd | flores200-devtest | 0.41167 | 14.3 | 1012 | 28098 | |
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| eng-ben | flores200-devtest | 0.52088 | 17.7 | 1012 | 21155 | |
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| eng-guj | flores200-devtest | 0.54758 | 23.2 | 1012 | 23840 | |
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| eng-hin | flores200-devtest | 0.58825 | 34.4 | 1012 | 27743 | |
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| eng-hne | flores200-devtest | 0.46144 | 19.1 | 1012 | 26582 | |
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| eng-mag | flores200-devtest | 0.50291 | 21.9 | 1012 | 26516 | |
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| eng-mar | flores200-devtest | 0.49344 | 15.6 | 1012 | 21810 | |
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| eng-pan | flores200-devtest | 0.45635 | 18.4 | 1012 | 27451 | |
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| eng-sin | flores200-devtest | 0.45683 | 11.8 | 1012 | 23278 | |
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| eng-urd | flores200-devtest | 0.48224 | 20.6 | 1012 | 28098 | |
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| fra-ben | flores200-devtest | 0.44486 | 11.1 | 1012 | 21155 | |
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| fra-guj | flores200-devtest | 0.41021 | 12.2 | 1012 | 23840 | |
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| fra-hin | flores200-devtest | 0.48632 | 22.7 | 1012 | 27743 | |
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| fra-hne | flores200-devtest | 0.42777 | 13.8 | 1012 | 26582 | |
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| fra-mag | flores200-devtest | 0.42725 | 14.3 | 1012 | 26516 | |
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| fra-urd | flores200-devtest | 0.40901 | 13.6 | 1012 | 28098 | |
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| por-ben | flores200-devtest | 0.43877 | 10.7 | 1012 | 21155 | |
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| por-hin | flores200-devtest | 0.50121 | 23.9 | 1012 | 27743 | |
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| por-hne | flores200-devtest | 0.42270 | 14.1 | 1012 | 26582 | |
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| por-mag | flores200-devtest | 0.42146 | 13.7 | 1012 | 26516 | |
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| por-san | flores200-devtest | 9.879 | 0.4 | 1012 | 18253 | |
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| por-urd | flores200-devtest | 0.41225 | 14.5 | 1012 | 28098 | |
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| spa-ben | flores200-devtest | 0.42040 | 8.8 | 1012 | 21155 | |
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| spa-hin | flores200-devtest | 0.43977 | 16.4 | 1012 | 27743 | |
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| eng-hin | newstest2014 | 0.51541 | 24.0 | 2507 | 60872 | |
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| eng-guj | newstest2019 | 0.57815 | 25.7 | 998 | 21924 | |
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| deu-ben | ntrex128 | 0.44384 | 9.9 | 1997 | 40095 | |
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| deu-hin | ntrex128 | 0.43252 | 17.0 | 1997 | 55219 | |
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| deu-urd | ntrex128 | 0.41844 | 14.8 | 1997 | 54259 | |
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| eng-ben | ntrex128 | 0.52381 | 17.3 | 1997 | 40095 | |
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| eng-guj | ntrex128 | 0.49386 | 17.2 | 1997 | 45335 | |
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| eng-hin | ntrex128 | 0.52696 | 27.4 | 1997 | 55219 | |
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| eng-mar | ntrex128 | 0.45244 | 10.8 | 1997 | 42375 | |
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| eng-nep | ntrex128 | 0.43339 | 8.8 | 1997 | 40570 | |
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| eng-pan | ntrex128 | 0.46534 | 19.5 | 1997 | 54355 | |
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| eng-sin | ntrex128 | 0.44124 | 10.5 | 1997 | 44429 | |
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| eng-urd | ntrex128 | 0.50060 | 22.4 | 1997 | 54259 | |
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| fra-ben | ntrex128 | 0.42857 | 9.4 | 1997 | 40095 | |
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| fra-hin | ntrex128 | 0.42777 | 17.4 | 1997 | 55219 | |
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| fra-urd | ntrex128 | 0.41229 | 14.3 | 1997 | 54259 | |
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| por-ben | ntrex128 | 0.44134 | 10.1 | 1997 | 40095 | |
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| por-hin | ntrex128 | 0.43461 | 17.7 | 1997 | 55219 | |
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| por-urd | ntrex128 | 0.41777 | 14.5 | 1997 | 54259 | |
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| spa-ben | ntrex128 | 0.45329 | 10.6 | 1997 | 40095 | |
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| spa-hin | ntrex128 | 0.43747 | 17.9 | 1997 | 55219 | |
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| spa-urd | ntrex128 | 0.41929 | 14.6 | 1997 | 54259 | |
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| eng-ben | tico19-test | 0.51850 | 18.6 | 2100 | 51695 | |
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| eng-hin | tico19-test | 0.62999 | 41.9 | 2100 | 62680 | |
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| eng-mar | tico19-test | 0.45968 | 13.0 | 2100 | 50872 | |
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| eng-nep | tico19-test | 0.54373 | 18.7 | 2100 | 48363 | |
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| eng-urd | tico19-test | 0.50920 | 21.7 | 2100 | 65312 | |
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| fra-hin | tico19-test | 0.48666 | 25.6 | 2100 | 62680 | |
|
| fra-nep | tico19-test | 0.41414 | 10.0 | 2100 | 48363 | |
|
| por-ben | tico19-test | 0.45609 | 12.7 | 2100 | 51695 | |
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| por-hin | tico19-test | 0.55530 | 31.2 | 2100 | 62680 | |
|
| por-mar | tico19-test | 0.40344 | 9.7 | 2100 | 50872 | |
|
| por-nep | tico19-test | 0.47698 | 12.4 | 2100 | 48363 | |
|
| por-urd | tico19-test | 0.44747 | 15.6 | 2100 | 65312 | |
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| spa-ben | tico19-test | 0.46418 | 13.3 | 2100 | 51695 | |
|
| spa-hin | tico19-test | 0.55526 | 31.0 | 2100 | 62680 | |
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| spa-mar | tico19-test | 0.41189 | 10.0 | 2100 | 50872 | |
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| spa-nep | tico19-test | 0.47414 | 12.1 | 2100 | 48363 | |
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| spa-urd | tico19-test | 0.44788 | 15.6 | 2100 | 65312 | |
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## Citation Information |
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|
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* Publications: [Democratizing neural machine translation with OPUS-MT](https://doi.org/10.1007/s10579-023-09704-w) and [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.) |
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|
|
```bibtex |
|
@article{tiedemann2023democratizing, |
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title={Democratizing neural machine translation with {OPUS-MT}}, |
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author={Tiedemann, J{\"o}rg and Aulamo, Mikko and Bakshandaeva, Daria and Boggia, Michele and Gr{\"o}nroos, Stig-Arne and Nieminen, Tommi and Raganato, Alessandro and Scherrer, Yves and Vazquez, Raul and Virpioja, Sami}, |
|
journal={Language Resources and Evaluation}, |
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number={58}, |
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pages={713--755}, |
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year={2023}, |
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publisher={Springer Nature}, |
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issn={1574-0218}, |
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doi={10.1007/s10579-023-09704-w} |
|
} |
|
|
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@inproceedings{tiedemann-thottingal-2020-opus, |
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title = "{OPUS}-{MT} {--} Building open translation services for the World", |
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author = {Tiedemann, J{\"o}rg and Thottingal, Santhosh}, |
|
booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation", |
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month = nov, |
|
year = "2020", |
|
address = "Lisboa, Portugal", |
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publisher = "European Association for Machine Translation", |
|
url = "https://aclanthology.org/2020.eamt-1.61", |
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pages = "479--480", |
|
} |
|
|
|
@inproceedings{tiedemann-2020-tatoeba, |
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title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}", |
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author = {Tiedemann, J{\"o}rg}, |
|
booktitle = "Proceedings of the Fifth Conference on Machine Translation", |
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month = nov, |
|
year = "2020", |
|
address = "Online", |
|
publisher = "Association for Computational Linguistics", |
|
url = "https://aclanthology.org/2020.wmt-1.139", |
|
pages = "1174--1182", |
|
} |
|
``` |
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## Acknowledgements |
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The work is supported by the [HPLT project](https://hplt-project.org/), funded by the European Union’s Horizon Europe research and innovation programme under grant agreement No 101070350. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland, and the [EuroHPC supercomputer LUMI](https://www.lumi-supercomputer.eu/). |
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## Model conversion info |
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* transformers version: 4.45.1 |
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* OPUS-MT git hash: 0882077 |
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* port time: Tue Oct 8 10:09:07 EEST 2024 |
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* port machine: LM0-400-22516.local |
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|
