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--- |
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library_name: transformers |
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language: |
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- bas |
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- bem |
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- bnt |
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- bss |
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- cce |
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- cjk |
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- cwe |
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- de |
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- dig |
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- dug |
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- en |
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- es |
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- fr |
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- gog |
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- gwr |
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- hay |
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- heh |
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- hz |
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- jmc |
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- kam |
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- kdc |
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- kdn |
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- kg |
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- ki |
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- kj |
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- kki |
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- kkj |
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- kmb |
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- ksb |
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- lem |
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- lg |
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- ln |
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- lon |
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- lsm |
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- lua |
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- luy |
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- mcp |
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- myx |
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- nd |
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- ng |
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- nim |
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- nnb |
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- nr |
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- nso |
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- nuj |
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- ny |
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- nyf |
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- nyn |
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- nyo |
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- nyy |
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- old |
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- ozm |
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- pkb |
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- pt |
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- rim |
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- rn |
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- rw |
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- seh |
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- sn |
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- ss |
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- st |
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- suk |
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- sw |
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- sxb |
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- thk |
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- tlj |
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- tn |
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- toh |
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- toi |
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- ts |
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- tum |
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- umb |
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- ve |
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- vmw |
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- vun |
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- wmw |
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- xh |
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- xog |
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- zu |
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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-bnt-deu_eng_fra_por_spa |
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results: |
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- task: |
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name: Translation bem-eng |
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type: translation |
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args: bem-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: bem-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 18.1 |
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- name: chr-F |
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type: chrf |
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value: 0.42350 |
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- task: |
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name: Translation bem-fra |
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type: translation |
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args: bem-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: bem-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 12.4 |
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- name: chr-F |
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type: chrf |
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value: 0.36976 |
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- task: |
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name: Translation bem-por |
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type: translation |
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args: bem-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: bem-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 11.3 |
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- name: chr-F |
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type: chrf |
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value: 0.36443 |
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- task: |
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name: Translation kik-eng |
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type: translation |
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args: kik-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: kik-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.2 |
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- name: chr-F |
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type: chrf |
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value: 0.38501 |
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- task: |
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name: Translation kik-fra |
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type: translation |
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args: kik-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: kik-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.3 |
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- name: chr-F |
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type: chrf |
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value: 0.34427 |
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- task: |
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name: Translation kin-eng |
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type: translation |
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args: kin-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: kin-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: 0.46183 |
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- task: |
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name: Translation kin-fra |
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type: translation |
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args: kin-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: kin-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.7 |
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- name: chr-F |
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type: chrf |
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value: 0.40139 |
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- task: |
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name: Translation kin-por |
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type: translation |
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args: kin-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: kin-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 13.7 |
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- name: chr-F |
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type: chrf |
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value: 0.38408 |
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- task: |
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name: Translation kin-spa |
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type: translation |
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args: kin-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: kin-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.5 |
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- name: chr-F |
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type: chrf |
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value: 0.35592 |
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- task: |
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name: Translation kon-eng |
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type: translation |
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args: kon-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: kon-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.0 |
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- name: chr-F |
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type: chrf |
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value: 0.37260 |
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- task: |
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name: Translation kon-fra |
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type: translation |
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args: kon-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: kon-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 11.1 |
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- name: chr-F |
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type: chrf |
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value: 0.35258 |
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- task: |
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name: Translation kon-por |
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type: translation |
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args: kon-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: kon-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.7 |
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- name: chr-F |
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type: chrf |
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value: 0.34380 |
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- task: |
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name: Translation lin-eng |
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type: translation |
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args: lin-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: lin-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 18.1 |
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- name: chr-F |
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type: chrf |
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value: 0.42073 |
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- task: |
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name: Translation lin-fra |
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type: translation |
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args: lin-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: lin-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.8 |
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- name: chr-F |
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type: chrf |
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value: 0.39759 |
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- task: |
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name: Translation lin-por |
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type: translation |
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args: lin-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: lin-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 12.9 |
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- name: chr-F |
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type: chrf |
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value: 0.37600 |
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- task: |
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name: Translation lug-eng |
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type: translation |
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args: lug-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: lug-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 13.5 |
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- name: chr-F |
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type: chrf |
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value: 0.35746 |
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- task: |
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name: Translation nso-deu |
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type: translation |
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args: nso-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: nso-deu |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.7 |
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- name: chr-F |
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type: chrf |
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value: 0.38059 |
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- task: |
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name: Translation nso-eng |
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type: translation |
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args: nso-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: nso-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 28.4 |
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- name: chr-F |
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type: chrf |
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value: 0.51453 |
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- task: |
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name: Translation nso-fra |
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type: translation |
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args: nso-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: nso-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 16.1 |
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- name: chr-F |
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type: chrf |
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value: 0.41065 |
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- task: |
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name: Translation nso-por |
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type: translation |
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args: nso-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: nso-por |
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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: 0.38374 |
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- task: |
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name: Translation nso-spa |
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type: translation |
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args: nso-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: nso-spa |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.3 |
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- name: chr-F |
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type: chrf |
|
value: 0.35022 |
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- task: |
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name: Translation nya-eng |
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type: translation |
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args: nya-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: nya-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
|
value: 20.2 |
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- name: chr-F |
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type: chrf |
|
value: 0.44398 |
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- task: |
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name: Translation nya-fra |
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type: translation |
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args: nya-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: nya-fra |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 14.0 |
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- name: chr-F |
|
type: chrf |
|
value: 0.39327 |
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- task: |
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name: Translation nya-por |
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type: translation |
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args: nya-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: nya-por |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 12.6 |
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- name: chr-F |
|
type: chrf |
|
value: 0.37373 |
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- task: |
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name: Translation run-eng |
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type: translation |
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args: run-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: run-eng |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 18.9 |
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- name: chr-F |
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type: chrf |
|
value: 0.42987 |
|
- task: |
|
name: Translation run-fra |
|
type: translation |
|
args: run-fra |
|
dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
|
args: run-fra |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 14.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39369 |
|
- task: |
|
name: Translation run-por |
|
type: translation |
|
args: run-por |
|
dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: run-por |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 13.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38111 |
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- task: |
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name: Translation run-spa |
|
type: translation |
|
args: run-spa |
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dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
|
args: run-spa |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 10.3 |
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- name: chr-F |
|
type: chrf |
|
value: 0.35229 |
|
- task: |
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name: Translation sna-eng |
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type: translation |
|
args: sna-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: sna-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45917 |
|
- task: |
|
name: Translation sna-fra |
|
type: translation |
|
args: sna-fra |
|
dataset: |
|
name: flores200-devtest |
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type: flores200-devtest |
|
args: sna-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41153 |
|
- task: |
|
name: Translation sna-por |
|
type: translation |
|
args: sna-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sna-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38950 |
|
- task: |
|
name: Translation sna-spa |
|
type: translation |
|
args: sna-spa |
|
dataset: |
|
name: flores200-devtest |
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type: flores200-devtest |
|
args: sna-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35823 |
|
- task: |
|
name: Translation sot-deu |
|
type: translation |
|
args: sot-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sot-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38311 |
|
- task: |
|
name: Translation sot-eng |
|
type: translation |
|
args: sot-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sot-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51854 |
|
- task: |
|
name: Translation sot-fra |
|
type: translation |
|
args: sot-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sot-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41340 |
|
- task: |
|
name: Translation sot-por |
|
type: translation |
|
args: sot-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sot-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39058 |
|
- task: |
|
name: Translation sot-spa |
|
type: translation |
|
args: sot-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: sot-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35245 |
|
- task: |
|
name: Translation ssw-eng |
|
type: translation |
|
args: ssw-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: ssw-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44925 |
|
- task: |
|
name: Translation ssw-fra |
|
type: translation |
|
args: ssw-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: ssw-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39386 |
|
- task: |
|
name: Translation ssw-por |
|
type: translation |
|
args: ssw-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: ssw-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38240 |
|
- task: |
|
name: Translation swh-deu |
|
type: translation |
|
args: swh-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: swh-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44937 |
|
- task: |
|
name: Translation swh-eng |
|
type: translation |
|
args: swh-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: swh-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 37.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.60107 |
|
- task: |
|
name: Translation swh-fra |
|
type: translation |
|
args: swh-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: swh-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50257 |
|
- task: |
|
name: Translation swh-por |
|
type: translation |
|
args: swh-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: swh-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49475 |
|
- task: |
|
name: Translation swh-spa |
|
type: translation |
|
args: swh-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: swh-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42866 |
|
- task: |
|
name: Translation tsn-eng |
|
type: translation |
|
args: tsn-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tsn-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45365 |
|
- task: |
|
name: Translation tsn-fra |
|
type: translation |
|
args: tsn-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tsn-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39321 |
|
- task: |
|
name: Translation tsn-por |
|
type: translation |
|
args: tsn-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tsn-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38354 |
|
- task: |
|
name: Translation tsn-spa |
|
type: translation |
|
args: tsn-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tsn-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35183 |
|
- task: |
|
name: Translation tso-eng |
|
type: translation |
|
args: tso-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tso-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46882 |
|
- task: |
|
name: Translation tso-fra |
|
type: translation |
|
args: tso-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tso-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39409 |
|
- task: |
|
name: Translation tso-por |
|
type: translation |
|
args: tso-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tso-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37640 |
|
- task: |
|
name: Translation xho-deu |
|
type: translation |
|
args: xho-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: xho-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39620 |
|
- task: |
|
name: Translation xho-eng |
|
type: translation |
|
args: xho-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: xho-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 28.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.52500 |
|
- task: |
|
name: Translation xho-fra |
|
type: translation |
|
args: xho-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: xho-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44642 |
|
- task: |
|
name: Translation xho-por |
|
type: translation |
|
args: xho-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: xho-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42517 |
|
- task: |
|
name: Translation xho-spa |
|
type: translation |
|
args: xho-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: xho-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38096 |
|
- task: |
|
name: Translation zul-deu |
|
type: translation |
|
args: zul-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: zul-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39854 |
|
- task: |
|
name: Translation zul-eng |
|
type: translation |
|
args: zul-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: zul-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 29.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53428 |
|
- task: |
|
name: Translation zul-fra |
|
type: translation |
|
args: zul-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: zul-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45383 |
|
- task: |
|
name: Translation zul-por |
|
type: translation |
|
args: zul-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: zul-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43537 |
|
- task: |
|
name: Translation zul-spa |
|
type: translation |
|
args: zul-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: zul-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37807 |
|
- task: |
|
name: Translation lin-eng |
|
type: translation |
|
args: lin-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: lin eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40858 |
|
- task: |
|
name: Translation lug-eng |
|
type: translation |
|
args: lug-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: lug eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34463 |
|
- task: |
|
name: Translation nso-eng |
|
type: translation |
|
args: nso-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: nso eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49866 |
|
- task: |
|
name: Translation nso-fra |
|
type: translation |
|
args: nso-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: nso fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39204 |
|
- task: |
|
name: Translation nya-por |
|
type: translation |
|
args: nya-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: nya por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35924 |
|
- task: |
|
name: Translation sna-fra |
|
type: translation |
|
args: sna-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: sna fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40134 |
|
- task: |
|
name: Translation sna-por |
|
type: translation |
|
args: sna-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: sna por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37537 |
|
- task: |
|
name: Translation swh-deu |
|
type: translation |
|
args: swh-deu |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: swh deu devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43073 |
|
- task: |
|
name: Translation xho-spa |
|
type: translation |
|
args: xho-spa |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: xho spa devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36714 |
|
- task: |
|
name: Translation zul-fra |
|
type: translation |
|
args: zul-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: zul fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43723 |
|
- task: |
|
name: Translation zul-por |
|
type: translation |
|
args: zul-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: zul por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41886 |
|
- task: |
|
name: Translation bem-eng |
|
type: translation |
|
args: bem-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: bem-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43168 |
|
- task: |
|
name: Translation bem-fra |
|
type: translation |
|
args: bem-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: bem-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36401 |
|
- task: |
|
name: Translation bem-por |
|
type: translation |
|
args: bem-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: bem-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36288 |
|
- task: |
|
name: Translation bem-spa |
|
type: translation |
|
args: bem-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: bem-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38219 |
|
- task: |
|
name: Translation kin-eng |
|
type: translation |
|
args: kin-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46996 |
|
- task: |
|
name: Translation kin-fra |
|
type: translation |
|
args: kin-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kin-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40765 |
|
- task: |
|
name: Translation kin-por |
|
type: translation |
|
args: kin-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38834 |
|
- task: |
|
name: Translation kin-spa |
|
type: translation |
|
args: kin-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41552 |
|
- task: |
|
name: Translation nde-eng |
|
type: translation |
|
args: nde-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nde-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42744 |
|
- task: |
|
name: Translation nde-fra |
|
type: translation |
|
args: nde-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nde-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36837 |
|
- task: |
|
name: Translation nde-por |
|
type: translation |
|
args: nde-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nde-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36769 |
|
- task: |
|
name: Translation nde-spa |
|
type: translation |
|
args: nde-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nde-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37924 |
|
- task: |
|
name: Translation nso-eng |
|
type: translation |
|
args: nso-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nso-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47231 |
|
- task: |
|
name: Translation nso-fra |
|
type: translation |
|
args: nso-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nso-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39206 |
|
- task: |
|
name: Translation nso-por |
|
type: translation |
|
args: nso-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nso-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37912 |
|
- task: |
|
name: Translation nso-spa |
|
type: translation |
|
args: nso-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nso-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40135 |
|
- task: |
|
name: Translation nya-deu |
|
type: translation |
|
args: nya-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37303 |
|
- task: |
|
name: Translation nya-eng |
|
type: translation |
|
args: nya-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47072 |
|
- task: |
|
name: Translation nya-fra |
|
type: translation |
|
args: nya-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39866 |
|
- task: |
|
name: Translation nya-por |
|
type: translation |
|
args: nya-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38960 |
|
- task: |
|
name: Translation nya-spa |
|
type: translation |
|
args: nya-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41006 |
|
- task: |
|
name: Translation ssw-eng |
|
type: translation |
|
args: ssw-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ssw-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48682 |
|
- task: |
|
name: Translation ssw-fra |
|
type: translation |
|
args: ssw-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ssw-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39351 |
|
- task: |
|
name: Translation ssw-por |
|
type: translation |
|
args: ssw-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ssw-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39220 |
|
- task: |
|
name: Translation ssw-spa |
|
type: translation |
|
args: ssw-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ssw-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40839 |
|
- task: |
|
name: Translation swa-deu |
|
type: translation |
|
args: swa-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43880 |
|
- task: |
|
name: Translation swa-eng |
|
type: translation |
|
args: swa-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 35.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58527 |
|
- task: |
|
name: Translation swa-fra |
|
type: translation |
|
args: swa-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47344 |
|
- task: |
|
name: Translation swa-por |
|
type: translation |
|
args: swa-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46292 |
|
- task: |
|
name: Translation swa-spa |
|
type: translation |
|
args: swa-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48780 |
|
- task: |
|
name: Translation tsn-deu |
|
type: translation |
|
args: tsn-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38791 |
|
- task: |
|
name: Translation tsn-eng |
|
type: translation |
|
args: tsn-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50413 |
|
- task: |
|
name: Translation tsn-fra |
|
type: translation |
|
args: tsn-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41912 |
|
- task: |
|
name: Translation tsn-por |
|
type: translation |
|
args: tsn-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41090 |
|
- task: |
|
name: Translation tsn-spa |
|
type: translation |
|
args: tsn-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42979 |
|
- task: |
|
name: Translation ven-eng |
|
type: translation |
|
args: ven-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ven-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43364 |
|
- task: |
|
name: Translation ven-fra |
|
type: translation |
|
args: ven-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ven-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37138 |
|
- task: |
|
name: Translation ven-por |
|
type: translation |
|
args: ven-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ven-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36506 |
|
- task: |
|
name: Translation ven-spa |
|
type: translation |
|
args: ven-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ven-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38029 |
|
- task: |
|
name: Translation xho-deu |
|
type: translation |
|
args: xho-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38470 |
|
- task: |
|
name: Translation xho-eng |
|
type: translation |
|
args: xho-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50778 |
|
- task: |
|
name: Translation xho-fra |
|
type: translation |
|
args: xho-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41066 |
|
- task: |
|
name: Translation xho-por |
|
type: translation |
|
args: xho-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39822 |
|
- task: |
|
name: Translation xho-spa |
|
type: translation |
|
args: xho-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42129 |
|
- task: |
|
name: Translation zul-deu |
|
type: translation |
|
args: zul-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38155 |
|
- task: |
|
name: Translation zul-eng |
|
type: translation |
|
args: zul-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50361 |
|
- task: |
|
name: Translation zul-fra |
|
type: translation |
|
args: zul-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40779 |
|
- task: |
|
name: Translation zul-por |
|
type: translation |
|
args: zul-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39932 |
|
- task: |
|
name: Translation zul-spa |
|
type: translation |
|
args: zul-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41836 |
|
- 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: 30.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47850 |
|
- task: |
|
name: Translation run-deu |
|
type: translation |
|
args: run-deu |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: run-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43836 |
|
- task: |
|
name: Translation run-eng |
|
type: translation |
|
args: run-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: run-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 39.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.54089 |
|
- task: |
|
name: Translation run-fra |
|
type: translation |
|
args: run-fra |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: run-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46240 |
|
- task: |
|
name: Translation run-spa |
|
type: translation |
|
args: run-spa |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: run-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46496 |
|
- task: |
|
name: Translation swa-eng |
|
type: translation |
|
args: swa-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: swa-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 45.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59947 |
|
- task: |
|
name: Translation xho-eng |
|
type: translation |
|
args: xho-eng |
|
dataset: |
|
name: tatoeba-test-v2021-03-30 |
|
type: tatoeba_mt |
|
args: xho-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 41.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56987 |
|
- task: |
|
name: Translation kin-eng |
|
type: translation |
|
args: kin-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: kin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42280 |
|
- task: |
|
name: Translation kin-fra |
|
type: translation |
|
args: kin-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: kin-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36808 |
|
- task: |
|
name: Translation kin-por |
|
type: translation |
|
args: kin-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: kin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37819 |
|
- task: |
|
name: Translation kin-spa |
|
type: translation |
|
args: kin-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: kin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39391 |
|
- task: |
|
name: Translation lin-eng |
|
type: translation |
|
args: lin-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: lin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41495 |
|
- task: |
|
name: Translation lin-fra |
|
type: translation |
|
args: lin-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: lin-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36297 |
|
- task: |
|
name: Translation lin-por |
|
type: translation |
|
args: lin-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: lin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36515 |
|
- task: |
|
name: Translation lin-spa |
|
type: translation |
|
args: lin-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: lin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37607 |
|
- task: |
|
name: Translation lug-eng |
|
type: translation |
|
args: lug-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: lug-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43948 |
|
- task: |
|
name: Translation lug-fra |
|
type: translation |
|
args: lug-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: lug-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36537 |
|
- task: |
|
name: Translation lug-por |
|
type: translation |
|
args: lug-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: lug-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38018 |
|
- task: |
|
name: Translation lug-spa |
|
type: translation |
|
args: lug-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: lug-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38861 |
|
- task: |
|
name: Translation swa-eng |
|
type: translation |
|
args: swa-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: swa-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 34.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58126 |
|
- task: |
|
name: Translation swa-fra |
|
type: translation |
|
args: swa-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: swa-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46470 |
|
- task: |
|
name: Translation swa-por |
|
type: translation |
|
args: swa-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: swa-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49374 |
|
- task: |
|
name: Translation swa-spa |
|
type: translation |
|
args: swa-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: swa-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50214 |
|
- task: |
|
name: Translation zul-eng |
|
type: translation |
|
args: zul-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: zul-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 32.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55678 |
|
- task: |
|
name: Translation zul-fra |
|
type: translation |
|
args: zul-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: zul-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43797 |
|
- task: |
|
name: Translation zul-por |
|
type: translation |
|
args: zul-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: zul-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45560 |
|
- task: |
|
name: Translation zul-spa |
|
type: translation |
|
args: zul-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: zul-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46505 |
|
--- |
|
# opus-mt-tc-bible-big-bnt-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) |
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- [Training](#training) |
|
- [Evaluation](#evaluation) |
|
- [Citation Information](#citation-information) |
|
- [Acknowledgements](#acknowledgements) |
|
|
|
## Model Details |
|
|
|
Neural machine translation model for translating from Bantu languages (bnt) 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). |
|
**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):** |
|
- Source Language(s): bas bem bnt bss cce cjk cwe dig dug gog gwr hay heh her jmc kam kdc kdn kik kin kki kkj kmb kng kon ksb kua ldi lem lin lon lsm lua lug luy mcp myx nbl nde ndo nim nnb nso nuj nya nyf nyn nyo nyy old ozm pkb rim run seh sna sot ssw suk swa swc swh sxb thk tlj toh toi tsn tso tum umb ven vmw vun wmw xho xog zul |
|
- Target Language(s): deu eng fra por spa |
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- Valid Target Language Labels: >>deu<< >>eng<< >>fra<< >>por<< >>spa<< >>xxx<< |
|
- **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) |
|
- **Resources for more information:** |
|
- [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/bnt-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) |
|
- [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
|
- [More information about MarianNMT models in the transformers library](https://huggingface.co/docs/transformers/model_doc/marian) |
|
- [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/) |
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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/) |
|
|
|
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 |
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|
|
This model can be used for translation and text-to-text generation. |
|
|
|
## 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.** |
|
|
|
Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). |
|
|
|
## How to Get Started With the Model |
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|
|
A short example code: |
|
|
|
```python |
|
from transformers import MarianMTModel, MarianTokenizer |
|
|
|
src_text = [ |
|
">>deu<< Replace this with text in an accepted source language.", |
|
">>spa<< This is the second sentence." |
|
] |
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|
|
model_name = "pytorch-models/opus-mt-tc-bible-big-bnt-deu_eng_fra_por_spa" |
|
tokenizer = MarianTokenizer.from_pretrained(model_name) |
|
model = MarianMTModel.from_pretrained(model_name) |
|
translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True)) |
|
|
|
for t in translated: |
|
print( tokenizer.decode(t, skip_special_tokens=True) ) |
|
``` |
|
|
|
You can also use OPUS-MT models with the transformers pipelines, for example: |
|
|
|
```python |
|
from transformers import pipeline |
|
pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-bnt-deu_eng_fra_por_spa") |
|
print(pipe(">>deu<< Replace this with text in an accepted source language.")) |
|
``` |
|
|
|
## Training |
|
|
|
- **Data**: opusTCv20230926max50+bt+jhubc ([source](https://github.com/Helsinki-NLP/Tatoeba-Challenge)) |
|
- **Pre-processing**: SentencePiece (spm32k,spm32k) |
|
- **Model Type:** transformer-big |
|
- **Original MarianNMT Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) |
|
- **Training Scripts**: [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
|
|
|
## Evaluation |
|
|
|
* [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/bnt-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) |
|
* test set translations: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt) |
|
* test set scores: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt) |
|
* benchmark results: [benchmark_results.txt](benchmark_results.txt) |
|
* benchmark output: [benchmark_translations.zip](benchmark_translations.zip) |
|
|
|
| langpair | testset | chr-F | BLEU | #sent | #words | |
|
|----------|---------|-------|-------|-------|--------| |
|
| run-deu | tatoeba-test-v2021-08-07 | 0.43836 | 26.1 | 1752 | 10562 | |
|
| run-eng | tatoeba-test-v2021-08-07 | 0.54089 | 39.4 | 1703 | 10041 | |
|
| run-fra | tatoeba-test-v2021-08-07 | 0.46240 | 26.1 | 1274 | 7479 | |
|
| run-spa | tatoeba-test-v2021-08-07 | 0.46496 | 25.8 | 963 | 5167 | |
|
| swa-eng | tatoeba-test-v2021-08-07 | 0.59947 | 45.9 | 387 | 2508 | |
|
| lin-eng | flores101-devtest | 0.40858 | 16.9 | 1012 | 24721 | |
|
| nso-eng | flores101-devtest | 0.49866 | 26.5 | 1012 | 24721 | |
|
| sna-fra | flores101-devtest | 0.40134 | 14.3 | 1012 | 28343 | |
|
| swh-deu | flores101-devtest | 0.43073 | 14.2 | 1012 | 25094 | |
|
| zul-fra | flores101-devtest | 0.43723 | 17.4 | 1012 | 28343 | |
|
| zul-por | flores101-devtest | 0.41886 | 15.9 | 1012 | 26519 | |
|
| bem-eng | flores200-devtest | 0.42350 | 18.1 | 1012 | 24721 | |
|
| kin-eng | flores200-devtest | 0.46183 | 21.9 | 1012 | 24721 | |
|
| kin-fra | flores200-devtest | 0.40139 | 14.7 | 1012 | 28343 | |
|
| lin-eng | flores200-devtest | 0.42073 | 18.1 | 1012 | 24721 | |
|
| nso-eng | flores200-devtest | 0.51453 | 28.4 | 1012 | 24721 | |
|
| nso-fra | flores200-devtest | 0.41065 | 16.1 | 1012 | 28343 | |
|
| nya-eng | flores200-devtest | 0.44398 | 20.2 | 1012 | 24721 | |
|
| run-eng | flores200-devtest | 0.42987 | 18.9 | 1012 | 24721 | |
|
| sna-eng | flores200-devtest | 0.45917 | 21.1 | 1012 | 24721 | |
|
| sna-fra | flores200-devtest | 0.41153 | 15.2 | 1012 | 28343 | |
|
| sot-eng | flores200-devtest | 0.51854 | 26.9 | 1012 | 24721 | |
|
| sot-fra | flores200-devtest | 0.41340 | 15.8 | 1012 | 28343 | |
|
| ssw-eng | flores200-devtest | 0.44925 | 20.7 | 1012 | 24721 | |
|
| swh-deu | flores200-devtest | 0.44937 | 15.6 | 1012 | 25094 | |
|
| swh-eng | flores200-devtest | 0.60107 | 37.0 | 1012 | 24721 | |
|
| swh-fra | flores200-devtest | 0.50257 | 23.5 | 1012 | 28343 | |
|
| swh-por | flores200-devtest | 0.49475 | 22.8 | 1012 | 26519 | |
|
| swh-spa | flores200-devtest | 0.42866 | 15.3 | 1012 | 29199 | |
|
| tsn-eng | flores200-devtest | 0.45365 | 19.9 | 1012 | 24721 | |
|
| tso-eng | flores200-devtest | 0.46882 | 22.8 | 1012 | 24721 | |
|
| xho-eng | flores200-devtest | 0.52500 | 28.8 | 1012 | 24721 | |
|
| xho-fra | flores200-devtest | 0.44642 | 18.7 | 1012 | 28343 | |
|
| xho-por | flores200-devtest | 0.42517 | 16.8 | 1012 | 26519 | |
|
| zul-eng | flores200-devtest | 0.53428 | 29.5 | 1012 | 24721 | |
|
| zul-fra | flores200-devtest | 0.45383 | 19.0 | 1012 | 28343 | |
|
| zul-por | flores200-devtest | 0.43537 | 17.4 | 1012 | 26519 | |
|
| bem-eng | ntrex128 | 0.43168 | 19.1 | 1997 | 47673 | |
|
| kin-eng | ntrex128 | 0.46996 | 20.8 | 1997 | 47673 | |
|
| kin-fra | ntrex128 | 0.40765 | 14.7 | 1997 | 53481 | |
|
| kin-spa | ntrex128 | 0.41552 | 15.9 | 1997 | 54107 | |
|
| nde-eng | ntrex128 | 0.42744 | 17.1 | 1997 | 47673 | |
|
| nso-eng | ntrex128 | 0.47231 | 21.5 | 1997 | 47673 | |
|
| nso-spa | ntrex128 | 0.40135 | 15.2 | 1997 | 54107 | |
|
| nya-eng | ntrex128 | 0.47072 | 23.3 | 1997 | 47673 | |
|
| nya-spa | ntrex128 | 0.41006 | 16.2 | 1997 | 54107 | |
|
| ssw-eng | ntrex128 | 0.48682 | 23.5 | 1997 | 47673 | |
|
| ssw-spa | ntrex128 | 0.40839 | 15.9 | 1997 | 54107 | |
|
| swa-deu | ntrex128 | 0.43880 | 14.1 | 1997 | 48761 | |
|
| swa-eng | ntrex128 | 0.58527 | 35.4 | 1997 | 47673 | |
|
| swa-fra | ntrex128 | 0.47344 | 19.7 | 1997 | 53481 | |
|
| swa-por | ntrex128 | 0.46292 | 19.1 | 1997 | 51631 | |
|
| swa-spa | ntrex128 | 0.48780 | 22.9 | 1997 | 54107 | |
|
| tsn-eng | ntrex128 | 0.50413 | 25.3 | 1997 | 47673 | |
|
| tsn-fra | ntrex128 | 0.41912 | 15.8 | 1997 | 53481 | |
|
| tsn-por | ntrex128 | 0.41090 | 15.3 | 1997 | 51631 | |
|
| tsn-spa | ntrex128 | 0.42979 | 17.7 | 1997 | 54107 | |
|
| ven-eng | ntrex128 | 0.43364 | 18.4 | 1997 | 47673 | |
|
| xho-eng | ntrex128 | 0.50778 | 26.5 | 1997 | 47673 | |
|
| xho-fra | ntrex128 | 0.41066 | 15.1 | 1997 | 53481 | |
|
| xho-spa | ntrex128 | 0.42129 | 16.7 | 1997 | 54107 | |
|
| zul-eng | ntrex128 | 0.50361 | 26.9 | 1997 | 47673 | |
|
| zul-fra | ntrex128 | 0.40779 | 15.0 | 1997 | 53481 | |
|
| zul-spa | ntrex128 | 0.41836 | 16.9 | 1997 | 54107 | |
|
| kin-eng | tico19-test | 0.42280 | 18.8 | 2100 | 56323 | |
|
| lin-eng | tico19-test | 0.41495 | 18.4 | 2100 | 56323 | |
|
| lug-eng | tico19-test | 0.43948 | 22.2 | 2100 | 56323 | |
|
| swa-eng | tico19-test | 0.58126 | 34.5 | 2100 | 56315 | |
|
| swa-fra | tico19-test | 0.46470 | 20.5 | 2100 | 64661 | |
|
| swa-por | tico19-test | 0.49374 | 22.8 | 2100 | 62729 | |
|
| swa-spa | tico19-test | 0.50214 | 24.5 | 2100 | 66563 | |
|
| zul-eng | tico19-test | 0.55678 | 32.2 | 2100 | 56804 | |
|
| zul-fra | tico19-test | 0.43797 | 18.6 | 2100 | 64661 | |
|
| zul-por | tico19-test | 0.45560 | 19.9 | 2100 | 62729 | |
|
| zul-spa | tico19-test | 0.46505 | 21.4 | 2100 | 66563 | |
|
|
|
## 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: a0ea3b3 |
|
* port time: Mon Oct 7 21:44:56 EEST 2024 |
|
* port machine: LM0-400-22516.local |
|
|
