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--- |
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library_name: transformers |
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language: |
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- aa |
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- am |
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- ar |
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- arc |
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- bcw |
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- byn |
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- cop |
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- daa |
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- de |
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- dsh |
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- en |
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- es |
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- fr |
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- gde |
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- gnd |
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- ha |
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- hbo |
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- he |
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- hig |
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- irk |
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- jpa |
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- kab |
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- ker |
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- kqp |
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- ktb |
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- kxc |
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- lln |
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- lme |
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- meq |
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- mfh |
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- mfi |
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- mfk |
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- mif |
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- mpg |
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- mqb |
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- mt |
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- muy |
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- oar |
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- om |
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- pbi |
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- phn |
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- pt |
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- rif |
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- sgw |
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- shi |
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- shy |
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- so |
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- sur |
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- syc |
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- syr |
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- taq |
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- thv |
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- ti |
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- tig |
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- tmc |
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- tmh |
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- tmr |
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- ttr |
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- tzm |
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- wal |
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- xed |
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- zgh |
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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-afa-deu_eng_fra_por_spa |
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results: |
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- task: |
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name: Translation acm-deu |
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type: translation |
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args: acm-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: acm-deu |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 17.6 |
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- name: chr-F |
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type: chrf |
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value: 0.48947 |
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- task: |
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name: Translation acm-eng |
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type: translation |
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args: acm-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: acm-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 28.5 |
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- name: chr-F |
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type: chrf |
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value: 0.56799 |
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- task: |
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name: Translation acm-fra |
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type: translation |
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args: acm-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: acm-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 26.1 |
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- name: chr-F |
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type: chrf |
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value: 0.53577 |
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- task: |
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name: Translation acm-por |
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type: translation |
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args: acm-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: acm-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 23.9 |
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- name: chr-F |
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type: chrf |
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value: 0.52441 |
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- task: |
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name: Translation acm-spa |
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type: translation |
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args: acm-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: acm-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 18.2 |
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- name: chr-F |
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type: chrf |
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value: 0.46985 |
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- task: |
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name: Translation amh-deu |
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type: translation |
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args: amh-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: amh-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: 0.41553 |
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- task: |
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name: Translation amh-eng |
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type: translation |
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args: amh-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: amh-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 22.5 |
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- name: chr-F |
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type: chrf |
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value: 0.49333 |
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- task: |
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name: Translation amh-fra |
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type: translation |
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args: amh-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: amh-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 17.8 |
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- name: chr-F |
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type: chrf |
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value: 0.44890 |
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- task: |
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name: Translation amh-por |
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type: translation |
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args: amh-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: amh-por |
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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: 0.43771 |
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- task: |
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name: Translation amh-spa |
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type: translation |
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args: amh-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: amh-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 12.8 |
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- name: chr-F |
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type: chrf |
|
value: 0.39526 |
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- task: |
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name: Translation apc-deu |
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type: translation |
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args: apc-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: apc-deu |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 16.0 |
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- name: chr-F |
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type: chrf |
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value: 0.47480 |
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- task: |
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name: Translation apc-eng |
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type: translation |
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args: apc-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: apc-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 28.1 |
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- name: chr-F |
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type: chrf |
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value: 0.56075 |
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- task: |
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name: Translation apc-fra |
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type: translation |
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args: apc-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: apc-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 24.6 |
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- name: chr-F |
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type: chrf |
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value: 0.52325 |
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- task: |
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name: Translation apc-por |
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type: translation |
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args: apc-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: apc-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 22.9 |
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- name: chr-F |
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type: chrf |
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value: 0.51055 |
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- task: |
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name: Translation apc-spa |
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type: translation |
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args: apc-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: apc-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 17.2 |
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- name: chr-F |
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type: chrf |
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value: 0.45634 |
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- task: |
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name: Translation arz-deu |
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type: translation |
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args: arz-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: arz-deu |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.1 |
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- name: chr-F |
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type: chrf |
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value: 0.45844 |
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- task: |
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name: Translation arz-eng |
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type: translation |
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args: arz-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: arz-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: 0.52534 |
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- task: |
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name: Translation arz-fra |
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type: translation |
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args: arz-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: arz-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 21.8 |
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- name: chr-F |
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type: chrf |
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value: 0.50336 |
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- task: |
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name: Translation arz-por |
|
type: translation |
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args: arz-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: arz-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 20.0 |
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- name: chr-F |
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type: chrf |
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value: 0.48741 |
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- task: |
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name: Translation arz-spa |
|
type: translation |
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args: arz-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: arz-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 15.8 |
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- name: chr-F |
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type: chrf |
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value: 0.44516 |
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- task: |
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name: Translation hau-eng |
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type: translation |
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args: hau-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: hau-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
|
value: 23.4 |
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- name: chr-F |
|
type: chrf |
|
value: 0.48137 |
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- task: |
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name: Translation hau-fra |
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type: translation |
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args: hau-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: hau-fra |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 17.2 |
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- name: chr-F |
|
type: chrf |
|
value: 0.42981 |
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- task: |
|
name: Translation hau-por |
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type: translation |
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args: hau-por |
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dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
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args: hau-por |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 15.7 |
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- name: chr-F |
|
type: chrf |
|
value: 0.41385 |
|
- task: |
|
name: Translation hau-spa |
|
type: translation |
|
args: hau-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: hau-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37800 |
|
- task: |
|
name: Translation heb-deu |
|
type: translation |
|
args: heb-deu |
|
dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
|
args: heb-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53482 |
|
- task: |
|
name: Translation heb-eng |
|
type: translation |
|
args: heb-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: heb-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 38.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.63368 |
|
- task: |
|
name: Translation heb-fra |
|
type: translation |
|
args: heb-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: heb-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 32.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58417 |
|
- task: |
|
name: Translation heb-por |
|
type: translation |
|
args: heb-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: heb-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57140 |
|
- task: |
|
name: Translation kab-eng |
|
type: translation |
|
args: kab-eng |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
|
args: kab-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.32121 |
|
- task: |
|
name: Translation mlt-eng |
|
type: translation |
|
args: mlt-eng |
|
dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
|
args: mlt-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 51.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.73415 |
|
- task: |
|
name: Translation mlt-fra |
|
type: translation |
|
args: mlt-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mlt-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 35.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.61626 |
|
- task: |
|
name: Translation mlt-spa |
|
type: translation |
|
args: mlt-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: mlt-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50534 |
|
- task: |
|
name: Translation som-eng |
|
type: translation |
|
args: som-eng |
|
dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
|
args: som-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42764 |
|
- task: |
|
name: Translation som-fra |
|
type: translation |
|
args: som-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: som-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39536 |
|
- task: |
|
name: Translation som-por |
|
type: translation |
|
args: som-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: som-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39440 |
|
- task: |
|
name: Translation som-spa |
|
type: translation |
|
args: som-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: som-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35321 |
|
- task: |
|
name: Translation tir-eng |
|
type: translation |
|
args: tir-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tir-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37119 |
|
- task: |
|
name: Translation amh-deu |
|
type: translation |
|
args: amh-deu |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: amh deu devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39890 |
|
- task: |
|
name: Translation amh-eng |
|
type: translation |
|
args: amh-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: amh eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47357 |
|
- task: |
|
name: Translation amh-fra |
|
type: translation |
|
args: amh-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: amh fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43155 |
|
- task: |
|
name: Translation amh-por |
|
type: translation |
|
args: amh-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: amh por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42109 |
|
- task: |
|
name: Translation amh-spa |
|
type: translation |
|
args: amh-spa |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: amh spa devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38003 |
|
- task: |
|
name: Translation ara-deu |
|
type: translation |
|
args: ara-deu |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ara deu devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51110 |
|
- task: |
|
name: Translation ara-fra |
|
type: translation |
|
args: ara-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ara fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 29.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56934 |
|
- task: |
|
name: Translation ara-por |
|
type: translation |
|
args: ara-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ara por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 28.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55727 |
|
- task: |
|
name: Translation ara-spa |
|
type: translation |
|
args: ara-spa |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ara spa devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48350 |
|
- task: |
|
name: Translation hau-eng |
|
type: translation |
|
args: hau-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: hau eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46804 |
|
- task: |
|
name: Translation hau-fra |
|
type: translation |
|
args: hau-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: hau fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41827 |
|
- task: |
|
name: Translation hau-spa |
|
type: translation |
|
args: hau-spa |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: hau spa devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37201 |
|
- task: |
|
name: Translation heb-eng |
|
type: translation |
|
args: heb-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: heb eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 36.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.62422 |
|
- task: |
|
name: Translation mlt-eng |
|
type: translation |
|
args: mlt-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: mlt eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 49.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.72390 |
|
- task: |
|
name: Translation mlt-fra |
|
type: translation |
|
args: mlt-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: mlt fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 34.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.60840 |
|
- task: |
|
name: Translation mlt-por |
|
type: translation |
|
args: mlt-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: mlt por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59863 |
|
- task: |
|
name: Translation amh-eng |
|
type: translation |
|
args: amh-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: amh-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42042 |
|
- task: |
|
name: Translation amh-fra |
|
type: translation |
|
args: amh-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: amh-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37274 |
|
- task: |
|
name: Translation amh-spa |
|
type: translation |
|
args: amh-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: amh-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38306 |
|
- task: |
|
name: Translation hau-eng |
|
type: translation |
|
args: hau-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hau-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50349 |
|
- task: |
|
name: Translation hau-fra |
|
type: translation |
|
args: hau-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hau-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41837 |
|
- task: |
|
name: Translation hau-por |
|
type: translation |
|
args: hau-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hau-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40851 |
|
- task: |
|
name: Translation hau-spa |
|
type: translation |
|
args: hau-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: hau-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43376 |
|
- task: |
|
name: Translation heb-deu |
|
type: translation |
|
args: heb-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: heb-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49482 |
|
- task: |
|
name: Translation heb-eng |
|
type: translation |
|
args: heb-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: heb-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59241 |
|
- task: |
|
name: Translation heb-fra |
|
type: translation |
|
args: heb-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: heb-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52180 |
|
- task: |
|
name: Translation heb-por |
|
type: translation |
|
args: heb-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: heb-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51248 |
|
- task: |
|
name: Translation mlt-spa |
|
type: translation |
|
args: mlt-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: mlt-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57078 |
|
- task: |
|
name: Translation som-deu |
|
type: translation |
|
args: som-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: som-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39394 |
|
- task: |
|
name: Translation som-eng |
|
type: translation |
|
args: som-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: som-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49187 |
|
- task: |
|
name: Translation som-fra |
|
type: translation |
|
args: som-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: som-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41236 |
|
- task: |
|
name: Translation som-por |
|
type: translation |
|
args: som-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: som-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41550 |
|
- task: |
|
name: Translation som-spa |
|
type: translation |
|
args: som-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: som-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43278 |
|
- task: |
|
name: Translation tir-eng |
|
type: translation |
|
args: tir-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tir-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37185 |
|
- task: |
|
name: Translation tir-spa |
|
type: translation |
|
args: tir-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tir-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34985 |
|
- task: |
|
name: Translation amh-eng |
|
type: translation |
|
args: amh-eng |
|
dataset: |
|
name: tatoeba-test-v2021-03-30 |
|
type: tatoeba_mt |
|
args: amh-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 59.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.70202 |
|
- task: |
|
name: Translation ara-deu |
|
type: translation |
|
args: ara-deu |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: ara-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 41.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.61039 |
|
- task: |
|
name: Translation ara-eng |
|
type: translation |
|
args: ara-eng |
|
dataset: |
|
name: tatoeba-test-v2020-07-28 |
|
type: tatoeba_mt |
|
args: ara-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 42.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.60134 |
|
- task: |
|
name: Translation ara-fra |
|
type: translation |
|
args: ara-fra |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: ara-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 38.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56120 |
|
- task: |
|
name: Translation ara-spa |
|
type: translation |
|
args: ara-spa |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: ara-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 43.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.62567 |
|
- task: |
|
name: Translation heb-deu |
|
type: translation |
|
args: heb-deu |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: heb-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 42.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.63131 |
|
- task: |
|
name: Translation heb-eng |
|
type: translation |
|
args: heb-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: heb-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 49.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.64960 |
|
- task: |
|
name: Translation heb-fra |
|
type: translation |
|
args: heb-fra |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: heb-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 46.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.64348 |
|
- task: |
|
name: Translation heb-por |
|
type: translation |
|
args: heb-por |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: heb-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 43.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.63350 |
|
- task: |
|
name: Translation kab-eng |
|
type: translation |
|
args: kab-eng |
|
dataset: |
|
name: tatoeba-test-v2021-03-30 |
|
type: tatoeba_mt |
|
args: kab-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 27.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44646 |
|
- task: |
|
name: Translation kab-spa |
|
type: translation |
|
args: kab-spa |
|
dataset: |
|
name: tatoeba-test-v2020-07-28 |
|
type: tatoeba_mt |
|
args: kab-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41526 |
|
- task: |
|
name: Translation mlt-eng |
|
type: translation |
|
args: mlt-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: mlt-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 51.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.66653 |
|
- 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: 34.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51369 |
|
- task: |
|
name: Translation hau-eng |
|
type: translation |
|
args: hau-eng |
|
dataset: |
|
name: newstest2021 |
|
type: wmt-2021-news |
|
args: hau-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43744 |
|
--- |
|
# opus-mt-tc-bible-big-afa-deu_eng_fra_por_spa |
|
|
|
## 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 Afro-Asiatic languages (afa) to unknown (deu+eng+fra+por+spa). |
|
|
|
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**: 2024-05-29 |
|
- **License:** Apache-2.0 |
|
- **Language(s):** |
|
- Source Language(s): aar acm afb amh apc ara arc arq arz bcw byn cop daa dsh gde gnd hau hbo heb hig irk jpa kab ker kqp ktb kxc lln lme meq mfh mfi mfk mif mlt mpg mqb muy oar orm pbi phn rif sgw shi shy som sur syc syr taq thv tig tir tmc tmh tmr ttr tzm wal xed zgh |
|
- Target Language(s): deu eng fra por spa |
|
- Valid Target Language Labels: >>deu<< >>eng<< >>fra<< >>por<< >>spa<< >>xxx<< |
|
- **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/afa-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.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/afa-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-29) |
|
- [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. `>>deu<<` |
|
|
|
## 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)). |
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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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">>eng<< Anta i ak-d-yennan ur yerbiḥ ara Tom?", |
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">>fra<< Iselman d aɣbalu axatar i wučči n yemdanen." |
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] |
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model_name = "pytorch-models/opus-mt-tc-bible-big-afa-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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for t in translated: |
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print( tokenizer.decode(t, skip_special_tokens=True) ) |
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# expected output: |
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# Who told you that he didn't? |
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# L'eau est une source importante de nourriture pour les gens. |
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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-afa-deu_eng_fra_por_spa") |
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print(pipe(">>eng<< Anta i ak-d-yennan ur yerbiḥ ara Tom?")) |
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# expected output: Who told you that he didn't? |
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``` |
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## Training |
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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_2024-05-29.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/afa-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.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/afa-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-29) |
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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/afa-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/afa-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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| ara-deu | tatoeba-test-v2021-08-07 | 0.61039 | 41.7 | 1209 | 8371 | |
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| ara-eng | tatoeba-test-v2021-08-07 | 5.430 | 0.0 | 10305 | 76975 | |
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| ara-fra | tatoeba-test-v2021-08-07 | 0.56120 | 38.8 | 1569 | 11066 | |
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| ara-spa | tatoeba-test-v2021-08-07 | 0.62567 | 43.7 | 1511 | 9708 | |
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| heb-deu | tatoeba-test-v2021-08-07 | 0.63131 | 42.4 | 3090 | 25101 | |
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| heb-eng | tatoeba-test-v2021-08-07 | 0.64960 | 49.2 | 10519 | 77427 | |
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| heb-fra | tatoeba-test-v2021-08-07 | 0.64348 | 46.3 | 3281 | 26123 | |
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| heb-por | tatoeba-test-v2021-08-07 | 0.63350 | 43.2 | 719 | 5335 | |
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| mlt-eng | tatoeba-test-v2021-08-07 | 0.66653 | 51.0 | 203 | 1165 | |
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| amh-eng | flores101-devtest | 0.47357 | 21.0 | 1012 | 24721 | |
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| amh-fra | flores101-devtest | 0.43155 | 16.2 | 1012 | 28343 | |
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| amh-por | flores101-devtest | 0.42109 | 15.1 | 1012 | 26519 | |
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| ara-deu | flores101-devtest | 0.51110 | 20.4 | 1012 | 25094 | |
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| ara-fra | flores101-devtest | 0.56934 | 29.7 | 1012 | 28343 | |
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| ara-por | flores101-devtest | 0.55727 | 28.2 | 1012 | 26519 | |
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| ara-spa | flores101-devtest | 0.48350 | 19.5 | 1012 | 29199 | |
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| hau-eng | flores101-devtest | 0.46804 | 21.6 | 1012 | 24721 | |
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| hau-fra | flores101-devtest | 0.41827 | 15.9 | 1012 | 28343 | |
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| heb-eng | flores101-devtest | 0.62422 | 36.6 | 1012 | 24721 | |
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| mlt-eng | flores101-devtest | 0.72390 | 49.1 | 1012 | 24721 | |
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| mlt-fra | flores101-devtest | 0.60840 | 34.7 | 1012 | 28343 | |
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| mlt-por | flores101-devtest | 0.59863 | 31.8 | 1012 | 26519 | |
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| acm-deu | flores200-devtest | 0.48947 | 17.6 | 1012 | 25094 | |
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| acm-eng | flores200-devtest | 0.56799 | 28.5 | 1012 | 24721 | |
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| acm-fra | flores200-devtest | 0.53577 | 26.1 | 1012 | 28343 | |
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| acm-por | flores200-devtest | 0.52441 | 23.9 | 1012 | 26519 | |
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| acm-spa | flores200-devtest | 0.46985 | 18.2 | 1012 | 29199 | |
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| amh-deu | flores200-devtest | 0.41553 | 12.6 | 1012 | 25094 | |
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| amh-eng | flores200-devtest | 0.49333 | 22.5 | 1012 | 24721 | |
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| amh-fra | flores200-devtest | 0.44890 | 17.8 | 1012 | 28343 | |
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| amh-por | flores200-devtest | 0.43771 | 16.5 | 1012 | 26519 | |
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| apc-deu | flores200-devtest | 0.47480 | 16.0 | 1012 | 25094 | |
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| apc-eng | flores200-devtest | 0.56075 | 28.1 | 1012 | 24721 | |
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| apc-fra | flores200-devtest | 0.52325 | 24.6 | 1012 | 28343 | |
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| apc-por | flores200-devtest | 0.51055 | 22.9 | 1012 | 26519 | |
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| apc-spa | flores200-devtest | 0.45634 | 17.2 | 1012 | 29199 | |
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| arz-deu | flores200-devtest | 0.45844 | 14.1 | 1012 | 25094 | |
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| arz-eng | flores200-devtest | 0.52534 | 22.7 | 1012 | 24721 | |
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| arz-fra | flores200-devtest | 0.50336 | 21.8 | 1012 | 28343 | |
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| arz-por | flores200-devtest | 0.48741 | 20.0 | 1012 | 26519 | |
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| arz-spa | flores200-devtest | 0.44516 | 15.8 | 1012 | 29199 | |
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| hau-eng | flores200-devtest | 0.48137 | 23.4 | 1012 | 24721 | |
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| hau-fra | flores200-devtest | 0.42981 | 17.2 | 1012 | 28343 | |
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| hau-por | flores200-devtest | 0.41385 | 15.7 | 1012 | 26519 | |
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| heb-deu | flores200-devtest | 0.53482 | 22.8 | 1012 | 25094 | |
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| heb-eng | flores200-devtest | 0.63368 | 38.0 | 1012 | 24721 | |
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| heb-fra | flores200-devtest | 0.58417 | 32.6 | 1012 | 28343 | |
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| heb-por | flores200-devtest | 0.57140 | 30.7 | 1012 | 26519 | |
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| mlt-eng | flores200-devtest | 0.73415 | 51.1 | 1012 | 24721 | |
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| mlt-fra | flores200-devtest | 0.61626 | 35.8 | 1012 | 28343 | |
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| mlt-spa | flores200-devtest | 0.50534 | 21.8 | 1012 | 29199 | |
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| som-eng | flores200-devtest | 0.42764 | 17.7 | 1012 | 24721 | |
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| tir-por | flores200-devtest | 2.931 | 0.0 | 1012 | 26519 | |
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| hau-eng | newstest2021 | 0.43744 | 15.5 | 997 | 27372 | |
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| amh-eng | ntrex128 | 0.42042 | 15.0 | 1997 | 47673 | |
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| hau-eng | ntrex128 | 0.50349 | 26.1 | 1997 | 47673 | |
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| hau-fra | ntrex128 | 0.41837 | 15.8 | 1997 | 53481 | |
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| hau-por | ntrex128 | 0.40851 | 15.3 | 1997 | 51631 | |
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| hau-spa | ntrex128 | 0.43376 | 18.5 | 1997 | 54107 | |
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| heb-deu | ntrex128 | 0.49482 | 17.7 | 1997 | 48761 | |
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| heb-eng | ntrex128 | 0.59241 | 31.3 | 1997 | 47673 | |
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| heb-fra | ntrex128 | 0.52180 | 24.0 | 1997 | 53481 | |
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| heb-por | ntrex128 | 0.51248 | 23.2 | 1997 | 51631 | |
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| mlt-spa | ntrex128 | 0.57078 | 30.9 | 1997 | 54107 | |
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| som-eng | ntrex128 | 0.49187 | 24.3 | 1997 | 47673 | |
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| som-fra | ntrex128 | 0.41236 | 15.1 | 1997 | 53481 | |
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| som-por | ntrex128 | 0.41550 | 15.2 | 1997 | 51631 | |
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| som-spa | ntrex128 | 0.43278 | 17.6 | 1997 | 54107 | |
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| tir-eng | tico19-test | 2.655 | 0.0 | 2100 | 56824 | |
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## Citation Information |
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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 |
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@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}, |
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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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} |
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|
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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}, |
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booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation", |
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month = nov, |
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year = "2020", |
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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", |
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} |
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|
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@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", |
|
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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} |
|
``` |
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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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|
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* transformers version: 4.45.1 |
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* OPUS-MT git hash: a0ea3b3 |
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* port time: Mon Oct 7 17:08:30 EEST 2024 |
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* port machine: LM0-400-22516.local |
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