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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-inc-deu_eng_fra_por_spa |
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results: |
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- task: |
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name: Translation asm-eng |
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type: translation |
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args: asm-eng |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: asm-eng |
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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: 0.48584 |
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- task: |
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name: Translation asm-por |
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type: translation |
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args: asm-por |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: asm-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.1 |
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- name: chr-F |
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type: chrf |
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value: 0.35028 |
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- task: |
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name: Translation awa-deu |
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type: translation |
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args: awa-deu |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: awa-deu |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 16.5 |
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- name: chr-F |
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type: chrf |
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value: 0.47173 |
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- task: |
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name: Translation awa-eng |
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type: translation |
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args: awa-eng |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: awa-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 24.5 |
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- name: chr-F |
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type: chrf |
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value: 0.50582 |
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- task: |
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name: Translation awa-fra |
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type: translation |
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args: awa-fra |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: awa-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 21.4 |
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- name: chr-F |
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type: chrf |
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value: 0.49682 |
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- task: |
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name: Translation awa-por |
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type: translation |
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args: awa-por |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: awa-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 21.5 |
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- name: chr-F |
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type: chrf |
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value: 0.49663 |
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- task: |
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name: Translation awa-spa |
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type: translation |
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args: awa-spa |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: awa-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 15.1 |
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- name: chr-F |
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type: chrf |
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value: 0.43740 |
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- task: |
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name: Translation ben-deu |
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type: translation |
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args: ben-deu |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: ben-deu |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 16.6 |
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- name: chr-F |
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type: chrf |
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value: 0.47330 |
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- task: |
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name: Translation ben-eng |
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type: translation |
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args: ben-eng |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: ben-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 30.5 |
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- name: chr-F |
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type: chrf |
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value: 0.58077 |
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- task: |
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name: Translation ben-fra |
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type: translation |
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args: ben-fra |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: ben-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 22.6 |
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- name: chr-F |
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type: chrf |
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value: 0.50884 |
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- task: |
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name: Translation ben-por |
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type: translation |
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args: ben-por |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: ben-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 21.4 |
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- name: chr-F |
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type: chrf |
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value: 0.50054 |
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- task: |
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name: Translation ben-spa |
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type: translation |
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args: ben-spa |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: ben-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 15.2 |
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- name: chr-F |
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type: chrf |
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value: 0.44159 |
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- task: |
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name: Translation bho-deu |
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type: translation |
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args: bho-deu |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: bho-deu |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 12.6 |
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- name: chr-F |
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type: chrf |
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value: 0.42660 |
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- task: |
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name: Translation bho-eng |
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type: translation |
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args: bho-eng |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: bho-eng |
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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: 0.50609 |
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- task: |
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name: Translation bho-fra |
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type: translation |
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args: bho-fra |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: bho-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 16.8 |
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- name: chr-F |
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type: chrf |
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value: 0.44889 |
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- task: |
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name: Translation bho-por |
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type: translation |
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args: bho-por |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: bho-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 16.9 |
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- name: chr-F |
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type: chrf |
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value: 0.44582 |
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- task: |
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name: Translation bho-spa |
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type: translation |
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args: bho-spa |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: bho-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 13.1 |
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- name: chr-F |
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type: chrf |
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value: 0.40581 |
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- task: |
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name: Translation guj-deu |
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type: translation |
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args: guj-deu |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: guj-deu |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 16.8 |
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- name: chr-F |
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type: chrf |
|
value: 0.46665 |
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- task: |
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name: Translation guj-eng |
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type: translation |
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args: guj-eng |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: guj-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 34.3 |
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- name: chr-F |
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type: chrf |
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value: 0.61383 |
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- task: |
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name: Translation guj-fra |
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type: translation |
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args: guj-fra |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: guj-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 22.3 |
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- name: chr-F |
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type: chrf |
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value: 0.50410 |
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- task: |
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name: Translation guj-por |
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type: translation |
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args: guj-por |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: guj-por |
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metrics: |
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- name: BLEU |
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type: bleu |
|
value: 21.3 |
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- name: chr-F |
|
type: chrf |
|
value: 0.49257 |
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- task: |
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name: Translation guj-spa |
|
type: translation |
|
args: guj-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
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args: guj-spa |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 15.6 |
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- name: chr-F |
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type: chrf |
|
value: 0.44565 |
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- task: |
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name: Translation hin-deu |
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type: translation |
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args: hin-deu |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: hin-deu |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 20.4 |
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- name: chr-F |
|
type: chrf |
|
value: 0.50226 |
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- task: |
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name: Translation hin-eng |
|
type: translation |
|
args: hin-eng |
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dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
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args: hin-eng |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 37.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.63336 |
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- task: |
|
name: Translation hin-fra |
|
type: translation |
|
args: hin-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hin-fra |
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metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53701 |
|
- task: |
|
name: Translation hin-por |
|
type: translation |
|
args: hin-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53448 |
|
- task: |
|
name: Translation hin-spa |
|
type: translation |
|
args: hin-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46171 |
|
- task: |
|
name: Translation hne-deu |
|
type: translation |
|
args: hne-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hne-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49698 |
|
- task: |
|
name: Translation hne-eng |
|
type: translation |
|
args: hne-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hne-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 38.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.63936 |
|
- task: |
|
name: Translation hne-fra |
|
type: translation |
|
args: hne-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hne-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52835 |
|
- task: |
|
name: Translation hne-por |
|
type: translation |
|
args: hne-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hne-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52788 |
|
- task: |
|
name: Translation hne-spa |
|
type: translation |
|
args: hne-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hne-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45443 |
|
- task: |
|
name: Translation mag-deu |
|
type: translation |
|
args: mag-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mag-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50359 |
|
- task: |
|
name: Translation mag-eng |
|
type: translation |
|
args: mag-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mag-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 38.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.63906 |
|
- task: |
|
name: Translation mag-fra |
|
type: translation |
|
args: mag-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mag-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53616 |
|
- task: |
|
name: Translation mag-por |
|
type: translation |
|
args: mag-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mag-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53537 |
|
- task: |
|
name: Translation mag-spa |
|
type: translation |
|
args: mag-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mag-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45822 |
|
- task: |
|
name: Translation mai-deu |
|
type: translation |
|
args: mai-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mai-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46791 |
|
- task: |
|
name: Translation mai-eng |
|
type: translation |
|
args: mai-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mai-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57461 |
|
- task: |
|
name: Translation mai-fra |
|
type: translation |
|
args: mai-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mai-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50585 |
|
- task: |
|
name: Translation mai-por |
|
type: translation |
|
args: mai-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mai-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50490 |
|
- task: |
|
name: Translation mai-spa |
|
type: translation |
|
args: mai-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mai-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44366 |
|
- task: |
|
name: Translation mar-deu |
|
type: translation |
|
args: mar-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mar-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44725 |
|
- task: |
|
name: Translation mar-eng |
|
type: translation |
|
args: mar-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mar-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58500 |
|
- task: |
|
name: Translation mar-fra |
|
type: translation |
|
args: mar-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mar-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47027 |
|
- task: |
|
name: Translation mar-por |
|
type: translation |
|
args: mar-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mar-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47216 |
|
- task: |
|
name: Translation mar-spa |
|
type: translation |
|
args: mar-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mar-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42178 |
|
- task: |
|
name: Translation npi-deu |
|
type: translation |
|
args: npi-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: npi-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46631 |
|
- task: |
|
name: Translation npi-eng |
|
type: translation |
|
args: npi-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: npi-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 32.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59776 |
|
- task: |
|
name: Translation npi-fra |
|
type: translation |
|
args: npi-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: npi-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50548 |
|
- task: |
|
name: Translation npi-por |
|
type: translation |
|
args: npi-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: npi-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50202 |
|
- task: |
|
name: Translation npi-spa |
|
type: translation |
|
args: npi-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: npi-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43804 |
|
- task: |
|
name: Translation pan-deu |
|
type: translation |
|
args: pan-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pan-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48421 |
|
- task: |
|
name: Translation pan-eng |
|
type: translation |
|
args: pan-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pan-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 33.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.60676 |
|
- task: |
|
name: Translation pan-fra |
|
type: translation |
|
args: pan-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pan-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51368 |
|
- task: |
|
name: Translation pan-por |
|
type: translation |
|
args: pan-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pan-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50586 |
|
- task: |
|
name: Translation pan-spa |
|
type: translation |
|
args: pan-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pan-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44653 |
|
- task: |
|
name: Translation san-eng |
|
type: translation |
|
args: san-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: san-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36887 |
|
- task: |
|
name: Translation sin-deu |
|
type: translation |
|
args: sin-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sin-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44676 |
|
- task: |
|
name: Translation sin-eng |
|
type: translation |
|
args: sin-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.54777 |
|
- task: |
|
name: Translation sin-fra |
|
type: translation |
|
args: sin-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sin-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47283 |
|
- task: |
|
name: Translation sin-por |
|
type: translation |
|
args: sin-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46935 |
|
- task: |
|
name: Translation sin-spa |
|
type: translation |
|
args: sin-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42143 |
|
- task: |
|
name: Translation urd-deu |
|
type: translation |
|
args: urd-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: urd-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46542 |
|
- task: |
|
name: Translation urd-eng |
|
type: translation |
|
args: urd-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: urd-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 29.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56935 |
|
- task: |
|
name: Translation urd-fra |
|
type: translation |
|
args: urd-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: urd-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50276 |
|
- task: |
|
name: Translation urd-por |
|
type: translation |
|
args: urd-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: urd-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48010 |
|
- task: |
|
name: Translation urd-spa |
|
type: translation |
|
args: urd-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: urd-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43032 |
|
- task: |
|
name: Translation asm-por |
|
type: translation |
|
args: asm-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: asm por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34689 |
|
- task: |
|
name: Translation ben-eng |
|
type: translation |
|
args: ben-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ben eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57906 |
|
- task: |
|
name: Translation ben-fra |
|
type: translation |
|
args: ben-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ben fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50109 |
|
- task: |
|
name: Translation guj-spa |
|
type: translation |
|
args: guj-spa |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: guj spa devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44065 |
|
- task: |
|
name: Translation mar-deu |
|
type: translation |
|
args: mar-deu |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: mar deu devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44067 |
|
- task: |
|
name: Translation mar-por |
|
type: translation |
|
args: mar-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: mar por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46685 |
|
- task: |
|
name: Translation mar-spa |
|
type: translation |
|
args: mar-spa |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: mar spa devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41662 |
|
- task: |
|
name: Translation pan-eng |
|
type: translation |
|
args: pan-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: pan eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 33.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59922 |
|
- task: |
|
name: Translation pan-por |
|
type: translation |
|
args: pan-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: pan por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49373 |
|
- task: |
|
name: Translation pan-spa |
|
type: translation |
|
args: pan-spa |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: pan spa devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43910 |
|
- task: |
|
name: Translation ben-deu |
|
type: translation |
|
args: ben-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ben-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45180 |
|
- task: |
|
name: Translation ben-eng |
|
type: translation |
|
args: ben-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ben-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 29.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57247 |
|
- task: |
|
name: Translation ben-fra |
|
type: translation |
|
args: ben-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ben-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46475 |
|
- task: |
|
name: Translation ben-por |
|
type: translation |
|
args: ben-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ben-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45486 |
|
- task: |
|
name: Translation ben-spa |
|
type: translation |
|
args: ben-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ben-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48738 |
|
- task: |
|
name: Translation guj-deu |
|
type: translation |
|
args: guj-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: guj-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43539 |
|
- task: |
|
name: Translation guj-eng |
|
type: translation |
|
args: guj-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: guj-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58894 |
|
- task: |
|
name: Translation guj-fra |
|
type: translation |
|
args: guj-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: guj-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45075 |
|
- task: |
|
name: Translation guj-por |
|
type: translation |
|
args: guj-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: guj-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43567 |
|
- task: |
|
name: Translation guj-spa |
|
type: translation |
|
args: guj-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: guj-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47525 |
|
- task: |
|
name: Translation hin-deu |
|
type: translation |
|
args: hin-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hin-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46336 |
|
- task: |
|
name: Translation hin-eng |
|
type: translation |
|
args: hin-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59842 |
|
- task: |
|
name: Translation hin-fra |
|
type: translation |
|
args: hin-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hin-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48208 |
|
- task: |
|
name: Translation hin-por |
|
type: translation |
|
args: hin-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46509 |
|
- task: |
|
name: Translation hin-spa |
|
type: translation |
|
args: hin-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49436 |
|
- task: |
|
name: Translation mar-deu |
|
type: translation |
|
args: mar-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: mar-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43119 |
|
- task: |
|
name: Translation mar-eng |
|
type: translation |
|
args: mar-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: mar-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 27.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55151 |
|
- task: |
|
name: Translation mar-fra |
|
type: translation |
|
args: mar-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: mar-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43957 |
|
- task: |
|
name: Translation mar-por |
|
type: translation |
|
args: mar-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: mar-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43555 |
|
- task: |
|
name: Translation mar-spa |
|
type: translation |
|
args: mar-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: mar-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46271 |
|
- task: |
|
name: Translation nep-deu |
|
type: translation |
|
args: nep-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nep-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42940 |
|
- task: |
|
name: Translation nep-eng |
|
type: translation |
|
args: nep-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nep-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 29.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56277 |
|
- task: |
|
name: Translation nep-fra |
|
type: translation |
|
args: nep-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nep-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44663 |
|
- task: |
|
name: Translation nep-por |
|
type: translation |
|
args: nep-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nep-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43686 |
|
- task: |
|
name: Translation nep-spa |
|
type: translation |
|
args: nep-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nep-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46553 |
|
- task: |
|
name: Translation pan-deu |
|
type: translation |
|
args: pan-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pan-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44036 |
|
- task: |
|
name: Translation pan-eng |
|
type: translation |
|
args: pan-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pan-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58427 |
|
- task: |
|
name: Translation pan-fra |
|
type: translation |
|
args: pan-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pan-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45593 |
|
- task: |
|
name: Translation pan-por |
|
type: translation |
|
args: pan-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pan-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44264 |
|
- task: |
|
name: Translation pan-spa |
|
type: translation |
|
args: pan-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pan-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47199 |
|
- task: |
|
name: Translation sin-deu |
|
type: translation |
|
args: sin-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: sin-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42280 |
|
- task: |
|
name: Translation sin-eng |
|
type: translation |
|
args: sin-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: sin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52576 |
|
- task: |
|
name: Translation sin-fra |
|
type: translation |
|
args: sin-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: sin-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43594 |
|
- task: |
|
name: Translation sin-por |
|
type: translation |
|
args: sin-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: sin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42751 |
|
- task: |
|
name: Translation sin-spa |
|
type: translation |
|
args: sin-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: sin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45890 |
|
- task: |
|
name: Translation urd-deu |
|
type: translation |
|
args: urd-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: urd-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45737 |
|
- task: |
|
name: Translation urd-eng |
|
type: translation |
|
args: urd-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: urd-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 28.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56781 |
|
- task: |
|
name: Translation urd-fra |
|
type: translation |
|
args: urd-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: urd-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47298 |
|
- task: |
|
name: Translation urd-por |
|
type: translation |
|
args: urd-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: urd-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45273 |
|
- task: |
|
name: Translation urd-spa |
|
type: translation |
|
args: urd-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: urd-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48644 |
|
- task: |
|
name: Translation awa-eng |
|
type: translation |
|
args: awa-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: awa-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 40.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.60390 |
|
- task: |
|
name: Translation ben-eng |
|
type: translation |
|
args: ben-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: ben-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 49.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.64078 |
|
- task: |
|
name: Translation hin-eng |
|
type: translation |
|
args: hin-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: hin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 49.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.64929 |
|
- task: |
|
name: Translation mar-eng |
|
type: translation |
|
args: mar-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: mar-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 48.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.64074 |
|
- 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: 44.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.61360 |
|
- task: |
|
name: Translation urd-eng |
|
type: translation |
|
args: urd-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: urd-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 35.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52963 |
|
- task: |
|
name: Translation ben-eng |
|
type: translation |
|
args: ben-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: ben-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 38.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.64568 |
|
- task: |
|
name: Translation ben-fra |
|
type: translation |
|
args: ben-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: ben-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49799 |
|
- task: |
|
name: Translation ben-por |
|
type: translation |
|
args: ben-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: ben-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 27.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55115 |
|
- task: |
|
name: Translation ben-spa |
|
type: translation |
|
args: ben-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: ben-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 29.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56847 |
|
- task: |
|
name: Translation hin-eng |
|
type: translation |
|
args: hin-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: hin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 46.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.70694 |
|
- task: |
|
name: Translation hin-fra |
|
type: translation |
|
args: hin-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: hin-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53932 |
|
- task: |
|
name: Translation hin-por |
|
type: translation |
|
args: hin-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: hin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 33.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.60581 |
|
- task: |
|
name: Translation hin-spa |
|
type: translation |
|
args: hin-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: hin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 35.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.61585 |
|
- task: |
|
name: Translation mar-eng |
|
type: translation |
|
args: mar-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: mar-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59329 |
|
- task: |
|
name: Translation mar-fra |
|
type: translation |
|
args: mar-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: mar-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46574 |
|
- task: |
|
name: Translation mar-por |
|
type: translation |
|
args: mar-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: mar-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51463 |
|
- task: |
|
name: Translation mar-spa |
|
type: translation |
|
args: mar-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: mar-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52551 |
|
- task: |
|
name: Translation nep-eng |
|
type: translation |
|
args: nep-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: nep-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 40.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.66283 |
|
- task: |
|
name: Translation nep-fra |
|
type: translation |
|
args: nep-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: nep-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50397 |
|
- task: |
|
name: Translation nep-por |
|
type: translation |
|
args: nep-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: nep-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 28.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55951 |
|
- task: |
|
name: Translation nep-spa |
|
type: translation |
|
args: nep-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: nep-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57272 |
|
- task: |
|
name: Translation urd-eng |
|
type: translation |
|
args: urd-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: urd-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57473 |
|
- task: |
|
name: Translation urd-fra |
|
type: translation |
|
args: urd-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: urd-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46725 |
|
- task: |
|
name: Translation urd-por |
|
type: translation |
|
args: urd-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: urd-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50913 |
|
- task: |
|
name: Translation urd-spa |
|
type: translation |
|
args: urd-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: urd-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52387 |
|
- task: |
|
name: Translation hin-eng |
|
type: translation |
|
args: hin-eng |
|
dataset: |
|
name: newstest2014 |
|
type: wmt-2014-news |
|
args: hin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59329 |
|
- task: |
|
name: Translation guj-eng |
|
type: translation |
|
args: guj-eng |
|
dataset: |
|
name: newstest2019 |
|
type: wmt-2019-news |
|
args: guj-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53383 |
|
--- |
|
# opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa |
|
|
|
## Table of Contents |
|
- [Model Details](#model-details) |
|
- [Uses](#uses) |
|
- [Risks, Limitations and Biases](#risks-limitations-and-biases) |
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- [How to Get Started With the Model](#how-to-get-started-with-the-model) |
|
- [Training](#training) |
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- [Evaluation](#evaluation) |
|
- [Citation Information](#citation-information) |
|
- [Acknowledgements](#acknowledgements) |
|
|
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## Model Details |
|
|
|
Neural machine translation model for translating from Indic languages (inc) to unknown (deu+eng+fra+por+spa). |
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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). |
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**Model Description:** |
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- **Developed by:** Language Technology Research Group at the University of Helsinki |
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- **Model Type:** Translation (transformer-big) |
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- **Release**: 2024-05-30 |
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- **License:** Apache-2.0 |
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- **Language(s):** |
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- Source 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 |
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- Target Language(s): deu eng fra por spa |
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- Valid Target Language Labels: >>deu<< >>eng<< >>fra<< >>por<< >>spa<< >>xxx<< |
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- **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) |
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- **Resources for more information:** |
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- [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/inc-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) |
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- [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
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- [More information about MarianNMT models in the transformers library](https://huggingface.co/docs/transformers/model_doc/marian) |
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- [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/) |
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- [HPLT bilingual data v1 (as part of the Tatoeba Translation Challenge dataset)](https://hplt-project.org/datasets/v1) |
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- [A massively parallel Bible corpus](https://aclanthology.org/L14-1215/) |
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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. `>>deu<<` |
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## Uses |
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This model can be used for translation and text-to-text generation. |
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## Risks, Limitations and Biases |
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**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.** |
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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)). |
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|
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## How to Get Started With the Model |
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A short example code: |
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```python |
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from transformers import MarianMTModel, MarianTokenizer |
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src_text = [ |
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">>deu<< Replace this with text in an accepted source language.", |
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">>spa<< This is the second sentence." |
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] |
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model_name = "pytorch-models/opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa" |
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tokenizer = MarianTokenizer.from_pretrained(model_name) |
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model = MarianMTModel.from_pretrained(model_name) |
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translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True)) |
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|
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for t in translated: |
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print( tokenizer.decode(t, skip_special_tokens=True) ) |
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``` |
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You can also use OPUS-MT models with the transformers pipelines, for example: |
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```python |
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from transformers import pipeline |
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pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa") |
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print(pipe(">>deu<< Replace this with text in an accepted source language.")) |
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``` |
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|
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## Training |
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|
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- **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/inc-deu+eng+fra+por+spa/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/inc-deu%2Beng%2Bfra%2Bpor%2Bspa/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/inc-deu+eng+fra+por+spa/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/inc-deu+eng+fra+por+spa/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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| awa-eng | tatoeba-test-v2021-08-07 | 0.60390 | 40.8 | 279 | 1335 | |
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| ben-eng | tatoeba-test-v2021-08-07 | 0.64078 | 49.4 | 2500 | 13978 | |
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| hin-eng | tatoeba-test-v2021-08-07 | 0.64929 | 49.1 | 5000 | 33943 | |
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| mar-eng | tatoeba-test-v2021-08-07 | 0.64074 | 48.0 | 10396 | 67527 | |
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| urd-eng | tatoeba-test-v2021-08-07 | 0.52963 | 35.0 | 1663 | 12029 | |
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| ben-eng | flores101-devtest | 0.57906 | 30.4 | 1012 | 24721 | |
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| ben-fra | flores101-devtest | 0.50109 | 21.9 | 1012 | 28343 | |
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| guj-spa | flores101-devtest | 0.44065 | 15.2 | 1012 | 29199 | |
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| mar-deu | flores101-devtest | 0.44067 | 13.8 | 1012 | 25094 | |
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| mar-por | flores101-devtest | 0.46685 | 18.6 | 1012 | 26519 | |
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| mar-spa | flores101-devtest | 0.41662 | 14.0 | 1012 | 29199 | |
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| pan-eng | flores101-devtest | 0.59922 | 33.0 | 1012 | 24721 | |
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| pan-por | flores101-devtest | 0.49373 | 21.9 | 1012 | 26519 | |
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| pan-spa | flores101-devtest | 0.43910 | 15.4 | 1012 | 29199 | |
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| asm-eng | flores200-devtest | 0.48584 | 21.9 | 1012 | 24721 | |
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| awa-deu | flores200-devtest | 0.47173 | 16.5 | 1012 | 25094 | |
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| awa-eng | flores200-devtest | 0.50582 | 24.5 | 1012 | 24721 | |
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| awa-fra | flores200-devtest | 0.49682 | 21.4 | 1012 | 28343 | |
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| awa-por | flores200-devtest | 0.49663 | 21.5 | 1012 | 26519 | |
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| awa-spa | flores200-devtest | 0.43740 | 15.1 | 1012 | 29199 | |
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| ben-deu | flores200-devtest | 0.47330 | 16.6 | 1012 | 25094 | |
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| ben-eng | flores200-devtest | 0.58077 | 30.5 | 1012 | 24721 | |
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| ben-fra | flores200-devtest | 0.50884 | 22.6 | 1012 | 28343 | |
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| ben-por | flores200-devtest | 0.50054 | 21.4 | 1012 | 26519 | |
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| ben-spa | flores200-devtest | 0.44159 | 15.2 | 1012 | 29199 | |
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| bho-deu | flores200-devtest | 0.42660 | 12.6 | 1012 | 25094 | |
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| bho-eng | flores200-devtest | 0.50609 | 22.7 | 1012 | 24721 | |
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| bho-fra | flores200-devtest | 0.44889 | 16.8 | 1012 | 28343 | |
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| bho-por | flores200-devtest | 0.44582 | 16.9 | 1012 | 26519 | |
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| bho-spa | flores200-devtest | 0.40581 | 13.1 | 1012 | 29199 | |
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| guj-deu | flores200-devtest | 0.46665 | 16.8 | 1012 | 25094 | |
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| guj-eng | flores200-devtest | 0.61383 | 34.3 | 1012 | 24721 | |
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| guj-fra | flores200-devtest | 0.50410 | 22.3 | 1012 | 28343 | |
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| guj-por | flores200-devtest | 0.49257 | 21.3 | 1012 | 26519 | |
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| guj-spa | flores200-devtest | 0.44565 | 15.6 | 1012 | 29199 | |
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| hin-deu | flores200-devtest | 0.50226 | 20.4 | 1012 | 25094 | |
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| hin-eng | flores200-devtest | 0.63336 | 37.3 | 1012 | 24721 | |
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| hin-fra | flores200-devtest | 0.53701 | 25.9 | 1012 | 28343 | |
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| hin-por | flores200-devtest | 0.53448 | 25.5 | 1012 | 26519 | |
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| hin-spa | flores200-devtest | 0.46171 | 17.2 | 1012 | 29199 | |
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| hne-deu | flores200-devtest | 0.49698 | 19.0 | 1012 | 25094 | |
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| hne-eng | flores200-devtest | 0.63936 | 38.5 | 1012 | 24721 | |
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| hne-fra | flores200-devtest | 0.52835 | 25.3 | 1012 | 28343 | |
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| hne-por | flores200-devtest | 0.52788 | 25.0 | 1012 | 26519 | |
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| hne-spa | flores200-devtest | 0.45443 | 16.7 | 1012 | 29199 | |
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| mag-deu | flores200-devtest | 0.50359 | 19.7 | 1012 | 25094 | |
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| mag-eng | flores200-devtest | 0.63906 | 38.0 | 1012 | 24721 | |
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| mag-fra | flores200-devtest | 0.53616 | 25.8 | 1012 | 28343 | |
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| mag-por | flores200-devtest | 0.53537 | 25.9 | 1012 | 26519 | |
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| mag-spa | flores200-devtest | 0.45822 | 16.9 | 1012 | 29199 | |
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| mai-deu | flores200-devtest | 0.46791 | 16.2 | 1012 | 25094 | |
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| mai-eng | flores200-devtest | 0.57461 | 30.4 | 1012 | 24721 | |
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| mai-fra | flores200-devtest | 0.50585 | 22.1 | 1012 | 28343 | |
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| mai-por | flores200-devtest | 0.50490 | 22.0 | 1012 | 26519 | |
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| mai-spa | flores200-devtest | 0.44366 | 15.3 | 1012 | 29199 | |
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| mar-deu | flores200-devtest | 0.44725 | 14.5 | 1012 | 25094 | |
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| mar-eng | flores200-devtest | 0.58500 | 31.4 | 1012 | 24721 | |
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| mar-fra | flores200-devtest | 0.47027 | 19.5 | 1012 | 28343 | |
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| mar-por | flores200-devtest | 0.47216 | 19.3 | 1012 | 26519 | |
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| mar-spa | flores200-devtest | 0.42178 | 14.2 | 1012 | 29199 | |
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| npi-deu | flores200-devtest | 0.46631 | 16.4 | 1012 | 25094 | |
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| npi-eng | flores200-devtest | 0.59776 | 32.3 | 1012 | 24721 | |
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| npi-fra | flores200-devtest | 0.50548 | 22.5 | 1012 | 28343 | |
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| npi-por | flores200-devtest | 0.50202 | 21.7 | 1012 | 26519 | |
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| npi-spa | flores200-devtest | 0.43804 | 15.3 | 1012 | 29199 | |
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| pan-deu | flores200-devtest | 0.48421 | 18.7 | 1012 | 25094 | |
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| pan-eng | flores200-devtest | 0.60676 | 33.8 | 1012 | 24721 | |
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| pan-fra | flores200-devtest | 0.51368 | 23.5 | 1012 | 28343 | |
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| pan-por | flores200-devtest | 0.50586 | 22.7 | 1012 | 26519 | |
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| pan-spa | flores200-devtest | 0.44653 | 16.5 | 1012 | 29199 | |
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| sin-deu | flores200-devtest | 0.44676 | 14.2 | 1012 | 25094 | |
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| sin-eng | flores200-devtest | 0.54777 | 26.8 | 1012 | 24721 | |
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| sin-fra | flores200-devtest | 0.47283 | 19.0 | 1012 | 28343 | |
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| sin-por | flores200-devtest | 0.46935 | 18.4 | 1012 | 26519 | |
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| sin-spa | flores200-devtest | 0.42143 | 13.7 | 1012 | 29199 | |
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| urd-deu | flores200-devtest | 0.46542 | 17.1 | 1012 | 25094 | |
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| urd-eng | flores200-devtest | 0.56935 | 29.3 | 1012 | 24721 | |
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| urd-fra | flores200-devtest | 0.50276 | 22.3 | 1012 | 28343 | |
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| urd-por | flores200-devtest | 0.48010 | 20.3 | 1012 | 26519 | |
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| urd-spa | flores200-devtest | 0.43032 | 14.7 | 1012 | 29199 | |
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| hin-eng | newstest2014 | 0.59329 | 30.3 | 2507 | 55571 | |
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| guj-eng | newstest2019 | 0.53383 | 26.9 | 1016 | 17757 | |
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| ben-deu | ntrex128 | 0.45180 | 14.6 | 1997 | 48761 | |
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| ben-eng | ntrex128 | 0.57247 | 29.5 | 1997 | 47673 | |
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| ben-fra | ntrex128 | 0.46475 | 18.0 | 1997 | 53481 | |
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| ben-por | ntrex128 | 0.45486 | 16.8 | 1997 | 51631 | |
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| ben-spa | ntrex128 | 0.48738 | 21.1 | 1997 | 54107 | |
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| guj-deu | ntrex128 | 0.43539 | 13.9 | 1997 | 48761 | |
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| guj-eng | ntrex128 | 0.58894 | 31.6 | 1997 | 47673 | |
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| guj-fra | ntrex128 | 0.45075 | 16.9 | 1997 | 53481 | |
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| guj-por | ntrex128 | 0.43567 | 15.2 | 1997 | 51631 | |
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| guj-spa | ntrex128 | 0.47525 | 20.2 | 1997 | 54107 | |
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| hin-deu | ntrex128 | 0.46336 | 15.0 | 1997 | 48761 | |
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| hin-eng | ntrex128 | 0.59842 | 31.5 | 1997 | 47673 | |
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| hin-fra | ntrex128 | 0.48208 | 19.2 | 1997 | 53481 | |
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| hin-por | ntrex128 | 0.46509 | 17.6 | 1997 | 51631 | |
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| hin-spa | ntrex128 | 0.49436 | 21.8 | 1997 | 54107 | |
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| mar-deu | ntrex128 | 0.43119 | 12.8 | 1997 | 48761 | |
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| mar-eng | ntrex128 | 0.55151 | 27.3 | 1997 | 47673 | |
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| mar-fra | ntrex128 | 0.43957 | 16.2 | 1997 | 53481 | |
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| mar-por | ntrex128 | 0.43555 | 15.4 | 1997 | 51631 | |
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| mar-spa | ntrex128 | 0.46271 | 19.1 | 1997 | 54107 | |
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| nep-deu | ntrex128 | 0.42940 | 13.0 | 1997 | 48761 | |
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| nep-eng | ntrex128 | 0.56277 | 29.1 | 1997 | 47673 | |
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| nep-fra | ntrex128 | 0.44663 | 16.5 | 1997 | 53481 | |
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| nep-por | ntrex128 | 0.43686 | 15.4 | 1997 | 51631 | |
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| nep-spa | ntrex128 | 0.46553 | 19.3 | 1997 | 54107 | |
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| pan-deu | ntrex128 | 0.44036 | 14.1 | 1997 | 48761 | |
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| pan-eng | ntrex128 | 0.58427 | 31.6 | 1997 | 47673 | |
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| pan-fra | ntrex128 | 0.45593 | 17.3 | 1997 | 53481 | |
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| pan-por | ntrex128 | 0.44264 | 15.9 | 1997 | 51631 | |
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| pan-spa | ntrex128 | 0.47199 | 20.0 | 1997 | 54107 | |
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| sin-deu | ntrex128 | 0.42280 | 12.4 | 1997 | 48761 | |
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| sin-eng | ntrex128 | 0.52576 | 24.6 | 1997 | 47673 | |
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| sin-fra | ntrex128 | 0.43594 | 15.6 | 1997 | 53481 | |
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| sin-por | ntrex128 | 0.42751 | 14.4 | 1997 | 51631 | |
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| sin-spa | ntrex128 | 0.45890 | 18.3 | 1997 | 54107 | |
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| urd-deu | ntrex128 | 0.45737 | 15.6 | 1997 | 48761 | |
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| urd-eng | ntrex128 | 0.56781 | 28.6 | 1997 | 47673 | |
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| urd-fra | ntrex128 | 0.47298 | 18.9 | 1997 | 53481 | |
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| urd-por | ntrex128 | 0.45273 | 16.2 | 1997 | 51631 | |
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| urd-spa | ntrex128 | 0.48644 | 21.0 | 1997 | 54107 | |
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| ben-eng | tico19-test | 0.64568 | 38.2 | 2100 | 56824 | |
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| ben-fra | tico19-test | 0.49799 | 22.0 | 2100 | 64661 | |
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| ben-por | tico19-test | 0.55115 | 27.2 | 2100 | 62729 | |
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| ben-spa | tico19-test | 0.56847 | 29.9 | 2100 | 66563 | |
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| hin-eng | tico19-test | 0.70694 | 46.6 | 2100 | 56323 | |
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| hin-fra | tico19-test | 0.53932 | 26.7 | 2100 | 64661 | |
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| hin-por | tico19-test | 0.60581 | 33.4 | 2100 | 62729 | |
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| hin-spa | tico19-test | 0.61585 | 35.7 | 2100 | 66563 | |
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| mar-eng | tico19-test | 0.59329 | 31.8 | 2100 | 56315 | |
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| mar-fra | tico19-test | 0.46574 | 19.3 | 2100 | 64661 | |
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| mar-por | tico19-test | 0.51463 | 23.6 | 2100 | 62729 | |
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| mar-spa | tico19-test | 0.52551 | 25.7 | 2100 | 66563 | |
|
| nep-eng | tico19-test | 0.66283 | 40.7 | 2100 | 56824 | |
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| nep-fra | tico19-test | 0.50397 | 22.8 | 2100 | 64661 | |
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| nep-por | tico19-test | 0.55951 | 28.1 | 2100 | 62729 | |
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| nep-spa | tico19-test | 0.57272 | 30.3 | 2100 | 66563 | |
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| urd-eng | tico19-test | 0.57473 | 30.5 | 2100 | 56315 | |
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| urd-fra | tico19-test | 0.46725 | 19.6 | 2100 | 64661 | |
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| urd-por | tico19-test | 0.50913 | 23.5 | 2100 | 62729 | |
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| urd-spa | tico19-test | 0.52387 | 25.8 | 2100 | 66563 | |
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|
|
## Citation Information |
|
|
|
* 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.) |
|
|
|
```bibtex |
|
@article{tiedemann2023democratizing, |
|
title={Democratizing neural machine translation with {OPUS-MT}}, |
|
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}, |
|
number={58}, |
|
pages={713--755}, |
|
year={2023}, |
|
publisher={Springer Nature}, |
|
issn={1574-0218}, |
|
doi={10.1007/s10579-023-09704-w} |
|
} |
|
|
|
@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 Annual Conference of the European Association for Machine Translation", |
|
month = nov, |
|
year = "2020", |
|
address = "Lisboa, Portugal", |
|
publisher = "European Association for Machine Translation", |
|
url = "https://aclanthology.org/2020.eamt-1.61", |
|
pages = "479--480", |
|
} |
|
|
|
@inproceedings{tiedemann-2020-tatoeba, |
|
title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}", |
|
author = {Tiedemann, J{\"o}rg}, |
|
booktitle = "Proceedings of the Fifth Conference on Machine Translation", |
|
month = nov, |
|
year = "2020", |
|
address = "Online", |
|
publisher = "Association for Computational Linguistics", |
|
url = "https://aclanthology.org/2020.wmt-1.139", |
|
pages = "1174--1182", |
|
} |
|
``` |
|
|
|
## Acknowledgements |
|
|
|
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/). |
|
|
|
## Model conversion info |
|
|
|
* transformers version: 4.45.1 |
|
* OPUS-MT git hash: 0882077 |
|
* port time: Tue Oct 8 11:39:25 EEST 2024 |
|
* port machine: LM0-400-22516.local |
|
|
