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--- |
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library_name: transformers |
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language: |
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- abi |
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- acd |
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- ade |
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- adj |
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- ak |
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- akp |
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- ann |
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- anv |
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- atg |
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- avn |
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- bas |
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- bav |
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- bba |
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- beh |
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- bem |
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- bfd |
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- bfo |
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- bim |
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- biv |
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- bkv |
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- blh |
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- bmq |
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- bmv |
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- bom |
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- bov |
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- box |
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- bqj |
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- bss |
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- btt |
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- bud |
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- bwu |
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- cce |
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- cjk |
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- cko |
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- cme |
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- csk |
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- cwe |
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- cwt |
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- dag |
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- de |
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- dga |
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- dgi |
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- dig |
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- dop |
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- dug |
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- dyi |
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- dyo |
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- ee |
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- efi |
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- en |
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- es |
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- fal |
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- ff |
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- fon |
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- fr |
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- gej |
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- gkn |
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- gng |
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- gog |
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- gud |
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- gur |
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- guw |
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- gux |
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- gwr |
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- hag |
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- hay |
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- heh |
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- hz |
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- ife |
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- ig |
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- iri |
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- izr |
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- jbu |
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- jmc |
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- kam |
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- kbp |
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- kdc |
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- kdl |
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- kdn |
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- ken |
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- keu |
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- kez |
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- kg |
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- ki |
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- kia |
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- kj |
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- kki |
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- kkj |
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- kma |
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- kmb |
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- ksb |
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- ktj |
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- kub |
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- kus |
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- kyf |
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- las |
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- lee |
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- lef |
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- lem |
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- lg |
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- lia |
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- lip |
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- ln |
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- lob |
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- lon |
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- lua |
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- luy |
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- maw |
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- mcp |
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- mcu |
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- mda |
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- mfq |
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- mgo |
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- mnf |
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- mnh |
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- mor |
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- mos |
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- muh |
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- myk |
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- myx |
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- mzk |
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- mzm |
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- mzw |
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- ncu |
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- nd |
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- ndz |
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- nfr |
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- ng |
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- nhu |
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- nim |
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- nin |
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- nmz |
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- nnb |
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- nnh |
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- nnw |
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- nr |
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- nso |
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- ntm |
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- ntr |
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- nuj |
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- nwb |
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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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- nzi |
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- oku |
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- old |
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- ozm |
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- pai |
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- pbl |
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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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- sg |
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- sig |
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- sil |
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- sld |
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- sn |
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- snw |
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- soy |
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- spp |
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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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- tbz |
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- tem |
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- thk |
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- tik |
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- tlj |
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- tn |
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- toh |
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- toi |
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- tpm |
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- ts |
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- tsw |
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- tum |
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- tw |
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- umb |
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- vag |
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- ve |
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- vmw |
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- vun |
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- wmw |
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- wo |
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- wob |
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- xh |
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- xog |
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- xon |
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- xrb |
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- xsm |
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- xuo |
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- yam |
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- yaz |
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- yo |
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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-alv-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: 13.1 |
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- name: chr-F |
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type: chrf |
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value: 0.37071 |
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- task: |
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name: Translation ibo-eng |
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type: translation |
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args: ibo-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: ibo-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 14.6 |
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- name: chr-F |
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type: chrf |
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value: 0.38994 |
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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: 18.1 |
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- name: chr-F |
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type: chrf |
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value: 0.41964 |
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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: 10.7 |
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- name: chr-F |
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type: chrf |
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value: 0.34887 |
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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: 11.3 |
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- name: chr-F |
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type: chrf |
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value: 0.34262 |
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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: 14.2 |
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- name: chr-F |
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type: chrf |
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value: 0.37728 |
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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: 11.0 |
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- name: chr-F |
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type: chrf |
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value: 0.35052 |
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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: 10.6 |
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- name: chr-F |
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type: chrf |
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value: 0.31805 |
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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: 22.3 |
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- name: chr-F |
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type: chrf |
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value: 0.45662 |
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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: 10.5 |
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- name: chr-F |
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type: chrf |
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value: 0.33732 |
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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 |
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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: 0.39887 |
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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 |
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type: bleu |
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value: 15.5 |
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- name: chr-F |
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type: chrf |
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value: 0.39846 |
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- task: |
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name: Translation run-fra |
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type: translation |
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args: run-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: run-fra |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.8 |
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- name: chr-F |
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type: chrf |
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value: 0.34845 |
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- task: |
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name: Translation run-por |
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type: translation |
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args: run-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: run-por |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 10.2 |
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- name: chr-F |
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type: chrf |
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value: 0.33836 |
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- task: |
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name: Translation sna-eng |
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type: translation |
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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 |
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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: 0.41974 |
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- task: |
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name: Translation sna-fra |
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type: translation |
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args: sna-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: sna-fra |
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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 |
|
value: 0.36443 |
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- task: |
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name: Translation sna-por |
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type: translation |
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args: sna-por |
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dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
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args: sna-por |
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metrics: |
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- name: BLEU |
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type: bleu |
|
value: 10.2 |
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- name: chr-F |
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type: chrf |
|
value: 0.34260 |
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- task: |
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name: Translation sot-eng |
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type: translation |
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args: sot-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: sot-eng |
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metrics: |
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- name: BLEU |
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type: bleu |
|
value: 20.7 |
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- name: chr-F |
|
type: chrf |
|
value: 0.45415 |
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- task: |
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name: Translation sot-fra |
|
type: translation |
|
args: sot-fra |
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dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
|
args: sot-fra |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 10.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34608 |
|
- task: |
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name: Translation ssw-eng |
|
type: translation |
|
args: ssw-eng |
|
dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: ssw-eng |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 16.1 |
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- name: chr-F |
|
type: chrf |
|
value: 0.39768 |
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- task: |
|
name: Translation swh-deu |
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type: translation |
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args: swh-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: swh-deu |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 10.9 |
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- name: chr-F |
|
type: chrf |
|
value: 0.38892 |
|
- task: |
|
name: Translation swh-eng |
|
type: translation |
|
args: swh-eng |
|
dataset: |
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name: flores200-devtest |
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type: flores200-devtest |
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args: swh-eng |
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metrics: |
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- name: BLEU |
|
type: bleu |
|
value: 29.1 |
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- name: chr-F |
|
type: chrf |
|
value: 0.54048 |
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- task: |
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name: Translation swh-fra |
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type: translation |
|
args: swh-fra |
|
dataset: |
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name: flores200-devtest |
|
type: flores200-devtest |
|
args: swh-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44837 |
|
- 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: 17.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44062 |
|
- task: |
|
name: Translation swh-spa |
|
type: translation |
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args: swh-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: swh-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38855 |
|
- 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: 15.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40410 |
|
- 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: 10.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34284 |
|
- 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: 17.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41504 |
|
- 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: 10.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.33502 |
|
- 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: 23.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47667 |
|
- 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: 14.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39392 |
|
- 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: 12.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37032 |
|
- 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: 23.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47798 |
|
- 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: 13.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39504 |
|
- 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: 12.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36947 |
|
- task: |
|
name: Translation ibo-eng |
|
type: translation |
|
args: ibo-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ibo eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36320 |
|
- task: |
|
name: Translation nya-eng |
|
type: translation |
|
args: nya-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: nya eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36765 |
|
- task: |
|
name: Translation swh-por |
|
type: translation |
|
args: swh-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: swh por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40847 |
|
- task: |
|
name: Translation xho-por |
|
type: translation |
|
args: xho-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: xho por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.33906 |
|
- 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: 11.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35968 |
|
- task: |
|
name: Translation bem-eng |
|
type: translation |
|
args: bem-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: bem-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38068 |
|
- task: |
|
name: Translation bem-spa |
|
type: translation |
|
args: bem-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: bem-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.33394 |
|
- task: |
|
name: Translation ibo-eng |
|
type: translation |
|
args: ibo-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ibo-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42002 |
|
- task: |
|
name: Translation ibo-fra |
|
type: translation |
|
args: ibo-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ibo-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34993 |
|
- task: |
|
name: Translation ibo-spa |
|
type: translation |
|
args: ibo-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ibo-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36108 |
|
- task: |
|
name: Translation kin-eng |
|
type: translation |
|
args: kin-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kin-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42892 |
|
- task: |
|
name: Translation kin-fra |
|
type: translation |
|
args: kin-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kin-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35842 |
|
- task: |
|
name: Translation kin-por |
|
type: translation |
|
args: kin-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kin-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34399 |
|
- task: |
|
name: Translation kin-spa |
|
type: translation |
|
args: kin-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kin-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37224 |
|
- task: |
|
name: Translation nde-eng |
|
type: translation |
|
args: nde-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nde-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39640 |
|
- task: |
|
name: Translation nde-spa |
|
type: translation |
|
args: nde-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nde-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34638 |
|
- task: |
|
name: Translation nso-eng |
|
type: translation |
|
args: nso-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nso-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42278 |
|
- task: |
|
name: Translation nso-spa |
|
type: translation |
|
args: nso-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nso-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35027 |
|
- task: |
|
name: Translation nya-eng |
|
type: translation |
|
args: nya-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42702 |
|
- task: |
|
name: Translation nya-fra |
|
type: translation |
|
args: nya-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35503 |
|
- task: |
|
name: Translation nya-por |
|
type: translation |
|
args: nya-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.33912 |
|
- task: |
|
name: Translation nya-spa |
|
type: translation |
|
args: nya-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: nya-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36355 |
|
- task: |
|
name: Translation ssw-eng |
|
type: translation |
|
args: ssw-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ssw-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43041 |
|
- task: |
|
name: Translation ssw-spa |
|
type: translation |
|
args: ssw-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ssw-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35392 |
|
- task: |
|
name: Translation swa-deu |
|
type: translation |
|
args: swa-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39475 |
|
- task: |
|
name: Translation swa-eng |
|
type: translation |
|
args: swa-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.54492 |
|
- task: |
|
name: Translation swa-fra |
|
type: translation |
|
args: swa-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43008 |
|
- task: |
|
name: Translation swa-por |
|
type: translation |
|
args: swa-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42343 |
|
- task: |
|
name: Translation swa-spa |
|
type: translation |
|
args: swa-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: swa-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44892 |
|
- task: |
|
name: Translation tsn-eng |
|
type: translation |
|
args: tsn-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44944 |
|
- task: |
|
name: Translation tsn-fra |
|
type: translation |
|
args: tsn-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36584 |
|
- task: |
|
name: Translation tsn-por |
|
type: translation |
|
args: tsn-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35774 |
|
- task: |
|
name: Translation tsn-spa |
|
type: translation |
|
args: tsn-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tsn-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38149 |
|
- task: |
|
name: Translation ven-eng |
|
type: translation |
|
args: ven-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: ven-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36848 |
|
- task: |
|
name: Translation xho-eng |
|
type: translation |
|
args: xho-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46636 |
|
- task: |
|
name: Translation xho-fra |
|
type: translation |
|
args: xho-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36905 |
|
- task: |
|
name: Translation xho-por |
|
type: translation |
|
args: xho-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35687 |
|
- task: |
|
name: Translation xho-spa |
|
type: translation |
|
args: xho-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: xho-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38176 |
|
- task: |
|
name: Translation yor-eng |
|
type: translation |
|
args: yor-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: yor-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.34615 |
|
- task: |
|
name: Translation zul-eng |
|
type: translation |
|
args: zul-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45848 |
|
- task: |
|
name: Translation zul-fra |
|
type: translation |
|
args: zul-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.36203 |
|
- task: |
|
name: Translation zul-por |
|
type: translation |
|
args: zul-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.35081 |
|
- task: |
|
name: Translation zul-spa |
|
type: translation |
|
args: zul-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: zul-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37270 |
|
- 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: 27.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44751 |
|
- 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: 34.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49949 |
|
- 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: 22.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41431 |
|
- 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: 41.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57031 |
|
- 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: 36.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51250 |
|
- 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: 25.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48762 |
|
- 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: 13.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37823 |
|
- 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: 14.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38586 |
|
- 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: 15.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40041 |
|
--- |
|
# opus-mt-tc-bible-big-alv-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) |
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- [Citation Information](#citation-information) |
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- [Acknowledgements](#acknowledgements) |
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## Model Details |
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Neural machine translation model for translating from Atlantic-Congo languages (alv) to unknown (deu+eng+fra+por+spa). |
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This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train). |
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**Model Description:** |
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- **Developed by:** Language Technology Research Group at the University of Helsinki |
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- **Model Type:** Translation (transformer-big) |
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- **Release**: 2024-05-30 |
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- **License:** Apache-2.0 |
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- **Language(s):** |
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- Source Language(s): abi acd ade adj aka akp ann anv atg avn bas bav bba beh bem bfd bfo bim biv bkv blh bmq bmv bom bov box bqj bss btt bud bwu cce cjk cko cme csk cwe cwt dag dga dgi dig dop dug dyi dyo efi ewe fal fon fuc ful gej gkn gng gog gud gur guw gux gwr hag hay heh her ibo ife iri izr jbu jmc kam kbp kdc kdl kdn ken keu kez kia kik kin kki kkj kma kmb kon ksb ktj kua kub kus kyf las lee lef lem lia lin lip lob lon lua lug luy maw mcp mcu mda mfq mgo mnf mnh mor mos muh myk myx mzk mzm mzw nbl ncu nde ndo ndz nfr nhu nim nin nmz nnb nnh nnw nso ntm ntr nuj nwb nya nyf nyn nyo nyy nzi oku old ozm pai pbl pkb rim run sag seh sig sil sld sna snw sot soy spp ssw suk swa swc swh sxb tbz tem thk tik tlj toh toi tpm tsn tso tsw tum twi umb vag ven vmw vun wmw wob wol xho xog xon xrb xsm xuo yam yaz yor zul |
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- Target Language(s): deu eng fra por spa |
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- Valid Target Language Labels: >>deu<< >>eng<< >>fra<< >>por<< >>spa<< >>xxx<< |
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- **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/alv-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) |
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- **Resources for more information:** |
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- [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/alv-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) |
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- [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
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- [More information about MarianNMT models in the transformers library](https://huggingface.co./docs/transformers/model_doc/marian) |
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- [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/) |
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- [HPLT bilingual data v1 (as part of the Tatoeba Translation Challenge dataset)](https://hplt-project.org/datasets/v1) |
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- [A massively parallel Bible corpus](https://aclanthology.org/L14-1215/) |
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This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of `>>id<<` (id = valid target language ID), e.g. `>>deu<<` |
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## Uses |
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This model can be used for translation and text-to-text generation. |
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## Risks, Limitations and Biases |
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**CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.** |
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Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). |
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## How to Get Started With the Model |
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A short example code: |
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```python |
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from transformers import MarianMTModel, MarianTokenizer |
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src_text = [ |
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">>deu<< Replace this with text in an accepted source language.", |
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">>spa<< This is the second sentence." |
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] |
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model_name = "pytorch-models/opus-mt-tc-bible-big-alv-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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``` |
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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-alv-deu_eng_fra_por_spa") |
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print(pipe(">>deu<< Replace this with text in an accepted source language.")) |
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``` |
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## 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_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/alv-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) |
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- **Training Scripts**: [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
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## Evaluation |
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* [Model scores at the OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/alv-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) |
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* test set translations: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/alv-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/alv-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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| run-eng | tatoeba-test-v2021-08-07 | 0.49949 | 34.9 | 1703 | 10041 | |
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| run-fra | tatoeba-test-v2021-08-07 | 0.41431 | 22.4 | 1274 | 7479 | |
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| swa-eng | tatoeba-test-v2021-08-07 | 0.57031 | 41.5 | 387 | 2508 | |
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| swh-por | flores101-devtest | 0.40847 | 14.7 | 1012 | 26519 | |
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| kin-eng | flores200-devtest | 0.41964 | 18.1 | 1012 | 24721 | |
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| nso-eng | flores200-devtest | 0.45662 | 22.3 | 1012 | 24721 | |
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| sna-eng | flores200-devtest | 0.41974 | 17.2 | 1012 | 24721 | |
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| sot-eng | flores200-devtest | 0.45415 | 20.7 | 1012 | 24721 | |
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| swh-eng | flores200-devtest | 0.54048 | 29.1 | 1012 | 24721 | |
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| swh-fra | flores200-devtest | 0.44837 | 18.2 | 1012 | 28343 | |
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| swh-por | flores200-devtest | 0.44062 | 17.6 | 1012 | 26519 | |
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| tsn-eng | flores200-devtest | 0.40410 | 15.3 | 1012 | 24721 | |
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| tso-eng | flores200-devtest | 0.41504 | 17.6 | 1012 | 24721 | |
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| xho-eng | flores200-devtest | 0.47667 | 23.7 | 1012 | 24721 | |
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| zul-eng | flores200-devtest | 0.47798 | 23.4 | 1012 | 24721 | |
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| ibo-eng | ntrex128 | 0.42002 | 17.4 | 1997 | 47673 | |
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| kin-eng | ntrex128 | 0.42892 | 16.9 | 1997 | 47673 | |
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| nso-eng | ntrex128 | 0.42278 | 17.0 | 1997 | 47673 | |
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| nya-eng | ntrex128 | 0.42702 | 19.2 | 1997 | 47673 | |
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| ssw-eng | ntrex128 | 0.43041 | 18.0 | 1997 | 47673 | |
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| swa-eng | ntrex128 | 0.54492 | 30.4 | 1997 | 47673 | |
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| swa-fra | ntrex128 | 0.43008 | 15.6 | 1997 | 53481 | |
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| swa-por | ntrex128 | 0.42343 | 15.4 | 1997 | 51631 | |
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| swa-spa | ntrex128 | 0.44892 | 18.9 | 1997 | 54107 | |
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| tsn-eng | ntrex128 | 0.44944 | 20.1 | 1997 | 47673 | |
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| xho-eng | ntrex128 | 0.46636 | 21.8 | 1997 | 47673 | |
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| zul-eng | ntrex128 | 0.45848 | 21.9 | 1997 | 47673 | |
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| zul-eng | tico19-test | 0.48762 | 25.2 | 2100 | 56804 | |
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| zul-spa | tico19-test | 0.40041 | 15.9 | 2100 | 66563 | |
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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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@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", |
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url = "https://aclanthology.org/2020.eamt-1.61", |
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pages = "479--480", |
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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}, |
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booktitle = "Proceedings of the Fifth Conference on Machine Translation", |
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month = nov, |
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year = "2020", |
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address = "Online", |
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publisher = "Association for Computational Linguistics", |
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url = "https://aclanthology.org/2020.wmt-1.139", |
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pages = "1174--1182", |
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} |
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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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* transformers version: 4.45.1 |
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* OPUS-MT git hash: a0ea3b3 |
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* port time: Mon Oct 7 17:13:22 EEST 2024 |
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* port machine: LM0-400-22516.local |
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