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opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc

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---
library_name: transformers
language:
- acf
- an
- ast
- ca
- cbk
- co
- crs
- de
- egl
- en
- es
- ext
- fr
- frm
- fro
- frp
- fur
- gcf
- gl
- ht
- it
- kea
- la
- lad
- lij
- lld
- lmo
- lou
- mfe
- mo
- mwl
- nap
- oc
- osp
- pap
- pcd
- pms
- pt
- rm
- ro
- rup
- sc
- scn
- vec
- wa
tags:
- translation
- opus-mt-tc-bible
license: apache-2.0
model-index:
- name: opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc
results:
- task:
name: Translation deu-ast
type: translation
args: deu-ast
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-ast
metrics:
- name: BLEU
type: bleu
value: 22.1
- name: chr-F
type: chrf
value: 0.53782
- task:
name: Translation deu-cat
type: translation
args: deu-cat
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-cat
metrics:
- name: BLEU
type: bleu
value: 32.2
- name: chr-F
type: chrf
value: 0.58846
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 37.2
- name: chr-F
type: chrf
value: 0.62803
- task:
name: Translation deu-fur
type: translation
args: deu-fur
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-fur
metrics:
- name: BLEU
type: bleu
value: 18.7
- name: chr-F
type: chrf
value: 0.46372
- task:
name: Translation deu-glg
type: translation
args: deu-glg
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-glg
metrics:
- name: BLEU
type: bleu
value: 28.7
- name: chr-F
type: chrf
value: 0.56229
- task:
name: Translation deu-hat
type: translation
args: deu-hat
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-hat
metrics:
- name: BLEU
type: bleu
value: 15.7
- name: chr-F
type: chrf
value: 0.46752
- task:
name: Translation deu-ita
type: translation
args: deu-ita
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-ita
metrics:
- name: BLEU
type: bleu
value: 25.8
- name: chr-F
type: chrf
value: 0.55344
- task:
name: Translation deu-lij
type: translation
args: deu-lij
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-lij
metrics:
- name: BLEU
type: bleu
value: 11.8
- name: chr-F
type: chrf
value: 0.40732
- task:
name: Translation deu-oci
type: translation
args: deu-oci
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-oci
metrics:
- name: BLEU
type: bleu
value: 23.1
- name: chr-F
type: chrf
value: 0.52749
- task:
name: Translation deu-pap
type: translation
args: deu-pap
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-pap
metrics:
- name: BLEU
type: bleu
value: 22.4
- name: chr-F
type: chrf
value: 0.49721
- task:
name: Translation deu-por
type: translation
args: deu-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-por
metrics:
- name: BLEU
type: bleu
value: 34.7
- name: chr-F
type: chrf
value: 0.60818
- task:
name: Translation deu-ron
type: translation
args: deu-ron
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-ron
metrics:
- name: BLEU
type: bleu
value: 31.1
- name: chr-F
type: chrf
value: 0.57873
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 24.4
- name: chr-F
type: chrf
value: 0.52442
- task:
name: Translation deu-srd
type: translation
args: deu-srd
dataset:
name: flores200-devtest
type: flores200-devtest
args: deu-srd
metrics:
- name: BLEU
type: bleu
value: 16.1
- name: chr-F
type: chrf
value: 0.45629
- task:
name: Translation eng-ast
type: translation
args: eng-ast
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-ast
metrics:
- name: BLEU
type: bleu
value: 27.8
- name: chr-F
type: chrf
value: 0.59255
- task:
name: Translation eng-cat
type: translation
args: eng-cat
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-cat
metrics:
- name: BLEU
type: bleu
value: 42.8
- name: chr-F
type: chrf
value: 0.66809
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 49.5
- name: chr-F
type: chrf
value: 0.71001
- task:
name: Translation eng-fur
type: translation
args: eng-fur
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-fur
metrics:
- name: BLEU
type: bleu
value: 23.0
- name: chr-F
type: chrf
value: 0.49164
- task:
name: Translation eng-glg
type: translation
args: eng-glg
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-glg
metrics:
- name: BLEU
type: bleu
value: 36.1
- name: chr-F
type: chrf
value: 0.62349
- task:
name: Translation eng-hat
type: translation
args: eng-hat
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-hat
metrics:
- name: BLEU
type: bleu
value: 21.3
- name: chr-F
type: chrf
value: 0.51720
- task:
name: Translation eng-ita
type: translation
args: eng-ita
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-ita
metrics:
- name: BLEU
type: bleu
value: 29.7
- name: chr-F
type: chrf
value: 0.58898
- task:
name: Translation eng-kea
type: translation
args: eng-kea
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-kea
metrics:
- name: BLEU
type: bleu
value: 11.0
- name: chr-F
type: chrf
value: 0.34963
- task:
name: Translation eng-lij
type: translation
args: eng-lij
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-lij
metrics:
- name: BLEU
type: bleu
value: 14.8
- name: chr-F
type: chrf
value: 0.43644
- task:
name: Translation eng-oci
type: translation
args: eng-oci
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-oci
metrics:
- name: BLEU
type: bleu
value: 35.2
- name: chr-F
type: chrf
value: 0.63245
- task:
name: Translation eng-pap
type: translation
args: eng-pap
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-pap
metrics:
- name: BLEU
type: bleu
value: 30.4
- name: chr-F
type: chrf
value: 0.56775
- task:
name: Translation eng-por
type: translation
args: eng-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-por
metrics:
- name: BLEU
type: bleu
value: 50.0
- name: chr-F
type: chrf
value: 0.71438
- task:
name: Translation eng-ron
type: translation
args: eng-ron
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-ron
metrics:
- name: BLEU
type: bleu
value: 41.2
- name: chr-F
type: chrf
value: 0.65373
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 27.6
- name: chr-F
type: chrf
value: 0.55784
- task:
name: Translation eng-srd
type: translation
args: eng-srd
dataset:
name: flores200-devtest
type: flores200-devtest
args: eng-srd
metrics:
- name: BLEU
type: bleu
value: 21.0
- name: chr-F
type: chrf
value: 0.49876
- task:
name: Translation fra-ast
type: translation
args: fra-ast
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-ast
metrics:
- name: BLEU
type: bleu
value: 22.0
- name: chr-F
type: chrf
value: 0.53904
- task:
name: Translation fra-cat
type: translation
args: fra-cat
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-cat
metrics:
- name: BLEU
type: bleu
value: 34.5
- name: chr-F
type: chrf
value: 0.60549
- task:
name: Translation fra-fur
type: translation
args: fra-fur
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-fur
metrics:
- name: BLEU
type: bleu
value: 21.4
- name: chr-F
type: chrf
value: 0.49119
- task:
name: Translation fra-glg
type: translation
args: fra-glg
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-glg
metrics:
- name: BLEU
type: bleu
value: 31.3
- name: chr-F
type: chrf
value: 0.57998
- task:
name: Translation fra-hat
type: translation
args: fra-hat
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-hat
metrics:
- name: BLEU
type: bleu
value: 20.7
- name: chr-F
type: chrf
value: 0.52018
- task:
name: Translation fra-ita
type: translation
args: fra-ita
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-ita
metrics:
- name: BLEU
type: bleu
value: 27.0
- name: chr-F
type: chrf
value: 0.56470
- task:
name: Translation fra-kea
type: translation
args: fra-kea
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-kea
metrics:
- name: BLEU
type: bleu
value: 11.2
- name: chr-F
type: chrf
value: 0.38741
- task:
name: Translation fra-lij
type: translation
args: fra-lij
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-lij
metrics:
- name: BLEU
type: bleu
value: 13.6
- name: chr-F
type: chrf
value: 0.43180
- task:
name: Translation fra-oci
type: translation
args: fra-oci
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-oci
metrics:
- name: BLEU
type: bleu
value: 29.2
- name: chr-F
type: chrf
value: 0.58268
- task:
name: Translation fra-pap
type: translation
args: fra-pap
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-pap
metrics:
- name: BLEU
type: bleu
value: 23.6
- name: chr-F
type: chrf
value: 0.51029
- task:
name: Translation fra-por
type: translation
args: fra-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-por
metrics:
- name: BLEU
type: bleu
value: 37.5
- name: chr-F
type: chrf
value: 0.62540
- task:
name: Translation fra-ron
type: translation
args: fra-ron
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-ron
metrics:
- name: BLEU
type: bleu
value: 32.7
- name: chr-F
type: chrf
value: 0.59255
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 24.4
- name: chr-F
type: chrf
value: 0.53001
- task:
name: Translation fra-srd
type: translation
args: fra-srd
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-srd
metrics:
- name: BLEU
type: bleu
value: 17.9
- name: chr-F
type: chrf
value: 0.47645
- task:
name: Translation por-ast
type: translation
args: por-ast
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-ast
metrics:
- name: BLEU
type: bleu
value: 23.9
- name: chr-F
type: chrf
value: 0.55369
- task:
name: Translation por-cat
type: translation
args: por-cat
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-cat
metrics:
- name: BLEU
type: bleu
value: 36.4
- name: chr-F
type: chrf
value: 0.61981
- task:
name: Translation por-fra
type: translation
args: por-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-fra
metrics:
- name: BLEU
type: bleu
value: 40.4
- name: chr-F
type: chrf
value: 0.64654
- task:
name: Translation por-fur
type: translation
args: por-fur
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-fur
metrics:
- name: BLEU
type: bleu
value: 22.1
- name: chr-F
type: chrf
value: 0.50078
- task:
name: Translation por-glg
type: translation
args: por-glg
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-glg
metrics:
- name: BLEU
type: bleu
value: 31.1
- name: chr-F
type: chrf
value: 0.58336
- task:
name: Translation por-hat
type: translation
args: por-hat
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-hat
metrics:
- name: BLEU
type: bleu
value: 18.0
- name: chr-F
type: chrf
value: 0.48834
- task:
name: Translation por-ita
type: translation
args: por-ita
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-ita
metrics:
- name: BLEU
type: bleu
value: 26.7
- name: chr-F
type: chrf
value: 0.56077
- task:
name: Translation por-kea
type: translation
args: por-kea
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-kea
metrics:
- name: BLEU
type: bleu
value: 13.6
- name: chr-F
type: chrf
value: 0.42451
- task:
name: Translation por-lij
type: translation
args: por-lij
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-lij
metrics:
- name: BLEU
type: bleu
value: 13.4
- name: chr-F
type: chrf
value: 0.43715
- task:
name: Translation por-oci
type: translation
args: por-oci
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-oci
metrics:
- name: BLEU
type: bleu
value: 28.1
- name: chr-F
type: chrf
value: 0.57143
- task:
name: Translation por-pap
type: translation
args: por-pap
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-pap
metrics:
- name: BLEU
type: bleu
value: 25.0
- name: chr-F
type: chrf
value: 0.52192
- task:
name: Translation por-ron
type: translation
args: por-ron
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-ron
metrics:
- name: BLEU
type: bleu
value: 34.2
- name: chr-F
type: chrf
value: 0.59962
- task:
name: Translation por-spa
type: translation
args: por-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-spa
metrics:
- name: BLEU
type: bleu
value: 25.6
- name: chr-F
type: chrf
value: 0.53772
- task:
name: Translation por-srd
type: translation
args: por-srd
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-srd
metrics:
- name: BLEU
type: bleu
value: 18.8
- name: chr-F
type: chrf
value: 0.48882
- task:
name: Translation spa-ast
type: translation
args: spa-ast
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-ast
metrics:
- name: BLEU
type: bleu
value: 16.3
- name: chr-F
type: chrf
value: 0.49512
- task:
name: Translation spa-cat
type: translation
args: spa-cat
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-cat
metrics:
- name: BLEU
type: bleu
value: 23.1
- name: chr-F
type: chrf
value: 0.53968
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 27.9
- name: chr-F
type: chrf
value: 0.57461
- task:
name: Translation spa-fur
type: translation
args: spa-fur
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-fur
metrics:
- name: BLEU
type: bleu
value: 16.1
- name: chr-F
type: chrf
value: 0.45785
- task:
name: Translation spa-glg
type: translation
args: spa-glg
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-glg
metrics:
- name: BLEU
type: bleu
value: 22.2
- name: chr-F
type: chrf
value: 0.52933
- task:
name: Translation spa-hat
type: translation
args: spa-hat
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-hat
metrics:
- name: BLEU
type: bleu
value: 13.0
- name: chr-F
type: chrf
value: 0.44627
- task:
name: Translation spa-ita
type: translation
args: spa-ita
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-ita
metrics:
- name: BLEU
type: bleu
value: 22.4
- name: chr-F
type: chrf
value: 0.53063
- task:
name: Translation spa-lij
type: translation
args: spa-lij
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-lij
metrics:
- name: BLEU
type: bleu
value: 10.2
- name: chr-F
type: chrf
value: 0.39784
- task:
name: Translation spa-oci
type: translation
args: spa-oci
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-oci
metrics:
- name: BLEU
type: bleu
value: 17.4
- name: chr-F
type: chrf
value: 0.49293
- task:
name: Translation spa-pap
type: translation
args: spa-pap
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-pap
metrics:
- name: BLEU
type: bleu
value: 17.7
- name: chr-F
type: chrf
value: 0.46595
- task:
name: Translation spa-por
type: translation
args: spa-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-por
metrics:
- name: BLEU
type: bleu
value: 25.9
- name: chr-F
type: chrf
value: 0.56138
- task:
name: Translation spa-ron
type: translation
args: spa-ron
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-ron
metrics:
- name: BLEU
type: bleu
value: 23.8
- name: chr-F
type: chrf
value: 0.53609
- task:
name: Translation spa-srd
type: translation
args: spa-srd
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-srd
metrics:
- name: BLEU
type: bleu
value: 13.3
- name: chr-F
type: chrf
value: 0.44898
- task:
name: Translation deu-ast
type: translation
args: deu-ast
dataset:
name: flores101-devtest
type: flores_101
args: deu ast devtest
metrics:
- name: BLEU
type: bleu
value: 21.5
- name: chr-F
type: chrf
value: 0.53230
- task:
name: Translation deu-cat
type: translation
args: deu-cat
dataset:
name: flores101-devtest
type: flores_101
args: deu cat devtest
metrics:
- name: BLEU
type: bleu
value: 31.6
- name: chr-F
type: chrf
value: 0.58466
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: flores101-devtest
type: flores_101
args: deu fra devtest
metrics:
- name: BLEU
type: bleu
value: 36.5
- name: chr-F
type: chrf
value: 0.62370
- task:
name: Translation deu-glg
type: translation
args: deu-glg
dataset:
name: flores101-devtest
type: flores_101
args: deu glg devtest
metrics:
- name: BLEU
type: bleu
value: 28.0
- name: chr-F
type: chrf
value: 0.55693
- task:
name: Translation deu-oci
type: translation
args: deu-oci
dataset:
name: flores101-devtest
type: flores_101
args: deu oci devtest
metrics:
- name: BLEU
type: bleu
value: 22.3
- name: chr-F
type: chrf
value: 0.52253
- task:
name: Translation deu-por
type: translation
args: deu-por
dataset:
name: flores101-devtest
type: flores_101
args: deu por devtest
metrics:
- name: BLEU
type: bleu
value: 34.8
- name: chr-F
type: chrf
value: 0.60688
- task:
name: Translation deu-ron
type: translation
args: deu-ron
dataset:
name: flores101-devtest
type: flores_101
args: deu ron devtest
metrics:
- name: BLEU
type: bleu
value: 30.3
- name: chr-F
type: chrf
value: 0.57333
- task:
name: Translation eng-cat
type: translation
args: eng-cat
dataset:
name: flores101-devtest
type: flores_101
args: eng cat devtest
metrics:
- name: BLEU
type: bleu
value: 42.5
- name: chr-F
type: chrf
value: 0.66607
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: flores101-devtest
type: flores_101
args: eng fra devtest
metrics:
- name: BLEU
type: bleu
value: 48.8
- name: chr-F
type: chrf
value: 0.70492
- task:
name: Translation eng-kea
type: translation
args: eng-kea
dataset:
name: flores101-devtest
type: flores_101
args: eng kea devtest
metrics:
- name: BLEU
type: bleu
value: 10.7
- name: chr-F
type: chrf
value: 0.34867
- task:
name: Translation eng-por
type: translation
args: eng-por
dataset:
name: flores101-devtest
type: flores_101
args: eng por devtest
metrics:
- name: BLEU
type: bleu
value: 49.3
- name: chr-F
type: chrf
value: 0.71112
- task:
name: Translation eng-ron
type: translation
args: eng-ron
dataset:
name: flores101-devtest
type: flores_101
args: eng ron devtest
metrics:
- name: BLEU
type: bleu
value: 40.3
- name: chr-F
type: chrf
value: 0.64856
- task:
name: Translation fra-oci
type: translation
args: fra-oci
dataset:
name: flores101-devtest
type: flores_101
args: fra oci devtest
metrics:
- name: BLEU
type: bleu
value: 29.2
- name: chr-F
type: chrf
value: 0.58559
- task:
name: Translation fra-ron
type: translation
args: fra-ron
dataset:
name: flores101-devtest
type: flores_101
args: fra ron devtest
metrics:
- name: BLEU
type: bleu
value: 32.1
- name: chr-F
type: chrf
value: 0.58922
- task:
name: Translation por-kea
type: translation
args: por-kea
dataset:
name: flores101-devtest
type: flores_101
args: por kea devtest
metrics:
- name: BLEU
type: bleu
value: 12.8
- name: chr-F
type: chrf
value: 0.40779
- task:
name: Translation por-oci
type: translation
args: por-oci
dataset:
name: flores101-devtest
type: flores_101
args: por oci devtest
metrics:
- name: BLEU
type: bleu
value: 27.5
- name: chr-F
type: chrf
value: 0.57016
- task:
name: Translation spa-ast
type: translation
args: spa-ast
dataset:
name: flores101-devtest
type: flores_101
args: spa ast devtest
metrics:
- name: BLEU
type: bleu
value: 16.3
- name: chr-F
type: chrf
value: 0.49666
- task:
name: Translation spa-cat
type: translation
args: spa-cat
dataset:
name: flores101-devtest
type: flores_101
args: spa cat devtest
metrics:
- name: BLEU
type: bleu
value: 23.2
- name: chr-F
type: chrf
value: 0.54015
- task:
name: Translation spa-glg
type: translation
args: spa-glg
dataset:
name: flores101-devtest
type: flores_101
args: spa glg devtest
metrics:
- name: BLEU
type: bleu
value: 22.1
- name: chr-F
type: chrf
value: 0.52923
- task:
name: Translation spa-oci
type: translation
args: spa-oci
dataset:
name: flores101-devtest
type: flores_101
args: spa oci devtest
metrics:
- name: BLEU
type: bleu
value: 17.2
- name: chr-F
type: chrf
value: 0.49285
- task:
name: Translation spa-por
type: translation
args: spa-por
dataset:
name: flores101-devtest
type: flores_101
args: spa por devtest
metrics:
- name: BLEU
type: bleu
value: 25.7
- name: chr-F
type: chrf
value: 0.55944
- task:
name: Translation spa-ron
type: translation
args: spa-ron
dataset:
name: flores101-devtest
type: flores_101
args: spa ron devtest
metrics:
- name: BLEU
type: bleu
value: 23.3
- name: chr-F
type: chrf
value: 0.53282
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: generaltest2022
type: generaltest2022
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 37.4
- name: chr-F
type: chrf
value: 0.60634
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: multi30k_test_2016_flickr
type: multi30k-2016_flickr
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 38.5
- name: chr-F
type: chrf
value: 0.62595
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: multi30k_test_2016_flickr
type: multi30k-2016_flickr
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 51.4
- name: chr-F
type: chrf
value: 0.71630
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: multi30k_test_2017_flickr
type: multi30k-2017_flickr
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 37.3
- name: chr-F
type: chrf
value: 0.62733
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: multi30k_test_2017_flickr
type: multi30k-2017_flickr
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 50.8
- name: chr-F
type: chrf
value: 0.71850
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: multi30k_test_2017_mscoco
type: multi30k-2017_mscoco
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 33.8
- name: chr-F
type: chrf
value: 0.59089
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: multi30k_test_2017_mscoco
type: multi30k-2017_mscoco
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 54.1
- name: chr-F
type: chrf
value: 0.73129
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: multi30k_test_2018_flickr
type: multi30k-2018_flickr
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 30.9
- name: chr-F
type: chrf
value: 0.57155
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: multi30k_test_2018_flickr
type: multi30k-2018_flickr
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 41.9
- name: chr-F
type: chrf
value: 0.65461
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: newsdiscusstest2015
type: newsdiscusstest2015
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 38.5
- name: chr-F
type: chrf
value: 0.63660
- task:
name: Translation deu-cat
type: translation
args: deu-cat
dataset:
name: ntrex128
type: ntrex128
args: deu-cat
metrics:
- name: BLEU
type: bleu
value: 28.2
- name: chr-F
type: chrf
value: 0.55033
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: ntrex128
type: ntrex128
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 28.5
- name: chr-F
type: chrf
value: 0.55854
- task:
name: Translation deu-glg
type: translation
args: deu-glg
dataset:
name: ntrex128
type: ntrex128
args: deu-glg
metrics:
- name: BLEU
type: bleu
value: 27.8
- name: chr-F
type: chrf
value: 0.55034
- task:
name: Translation deu-ita
type: translation
args: deu-ita
dataset:
name: ntrex128
type: ntrex128
args: deu-ita
metrics:
- name: BLEU
type: bleu
value: 26.6
- name: chr-F
type: chrf
value: 0.55733
- task:
name: Translation deu-por
type: translation
args: deu-por
dataset:
name: ntrex128
type: ntrex128
args: deu-por
metrics:
- name: BLEU
type: bleu
value: 26.0
- name: chr-F
type: chrf
value: 0.54208
- task:
name: Translation deu-ron
type: translation
args: deu-ron
dataset:
name: ntrex128
type: ntrex128
args: deu-ron
metrics:
- name: BLEU
type: bleu
value: 26.6
- name: chr-F
type: chrf
value: 0.52839
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: ntrex128
type: ntrex128
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 30.8
- name: chr-F
type: chrf
value: 0.56966
- task:
name: Translation eng-cat
type: translation
args: eng-cat
dataset:
name: ntrex128
type: ntrex128
args: eng-cat
metrics:
- name: BLEU
type: bleu
value: 36.3
- name: chr-F
type: chrf
value: 0.61431
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: ntrex128
type: ntrex128
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 35.5
- name: chr-F
type: chrf
value: 0.61695
- task:
name: Translation eng-glg
type: translation
args: eng-glg
dataset:
name: ntrex128
type: ntrex128
args: eng-glg
metrics:
- name: BLEU
type: bleu
value: 37.2
- name: chr-F
type: chrf
value: 0.62390
- task:
name: Translation eng-ita
type: translation
args: eng-ita
dataset:
name: ntrex128
type: ntrex128
args: eng-ita
metrics:
- name: BLEU
type: bleu
value: 36.1
- name: chr-F
type: chrf
value: 0.62209
- task:
name: Translation eng-por
type: translation
args: eng-por
dataset:
name: ntrex128
type: ntrex128
args: eng-por
metrics:
- name: BLEU
type: bleu
value: 33.5
- name: chr-F
type: chrf
value: 0.59859
- task:
name: Translation eng-ron
type: translation
args: eng-ron
dataset:
name: ntrex128
type: ntrex128
args: eng-ron
metrics:
- name: BLEU
type: bleu
value: 33.4
- name: chr-F
type: chrf
value: 0.58128
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: ntrex128
type: ntrex128
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 40.3
- name: chr-F
type: chrf
value: 0.64099
- task:
name: Translation fra-cat
type: translation
args: fra-cat
dataset:
name: ntrex128
type: ntrex128
args: fra-cat
metrics:
- name: BLEU
type: bleu
value: 28.1
- name: chr-F
type: chrf
value: 0.55093
- task:
name: Translation fra-glg
type: translation
args: fra-glg
dataset:
name: ntrex128
type: ntrex128
args: fra-glg
metrics:
- name: BLEU
type: bleu
value: 28.0
- name: chr-F
type: chrf
value: 0.55325
- task:
name: Translation fra-ita
type: translation
args: fra-ita
dataset:
name: ntrex128
type: ntrex128
args: fra-ita
metrics:
- name: BLEU
type: bleu
value: 27.4
- name: chr-F
type: chrf
value: 0.56188
- task:
name: Translation fra-por
type: translation
args: fra-por
dataset:
name: ntrex128
type: ntrex128
args: fra-por
metrics:
- name: BLEU
type: bleu
value: 25.6
- name: chr-F
type: chrf
value: 0.54001
- task:
name: Translation fra-ron
type: translation
args: fra-ron
dataset:
name: ntrex128
type: ntrex128
args: fra-ron
metrics:
- name: BLEU
type: bleu
value: 24.8
- name: chr-F
type: chrf
value: 0.51853
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: ntrex128
type: ntrex128
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 31.0
- name: chr-F
type: chrf
value: 0.57116
- task:
name: Translation por-cat
type: translation
args: por-cat
dataset:
name: ntrex128
type: ntrex128
args: por-cat
metrics:
- name: BLEU
type: bleu
value: 31.6
- name: chr-F
type: chrf
value: 0.57962
- task:
name: Translation por-fra
type: translation
args: por-fra
dataset:
name: ntrex128
type: ntrex128
args: por-fra
metrics:
- name: BLEU
type: bleu
value: 28.9
- name: chr-F
type: chrf
value: 0.56910
- task:
name: Translation por-glg
type: translation
args: por-glg
dataset:
name: ntrex128
type: ntrex128
args: por-glg
metrics:
- name: BLEU
type: bleu
value: 30.3
- name: chr-F
type: chrf
value: 0.57389
- task:
name: Translation por-ita
type: translation
args: por-ita
dataset:
name: ntrex128
type: ntrex128
args: por-ita
metrics:
- name: BLEU
type: bleu
value: 30.6
- name: chr-F
type: chrf
value: 0.58788
- task:
name: Translation por-ron
type: translation
args: por-ron
dataset:
name: ntrex128
type: ntrex128
args: por-ron
metrics:
- name: BLEU
type: bleu
value: 28.0
- name: chr-F
type: chrf
value: 0.54276
- task:
name: Translation por-spa
type: translation
args: por-spa
dataset:
name: ntrex128
type: ntrex128
args: por-spa
metrics:
- name: BLEU
type: bleu
value: 34.2
- name: chr-F
type: chrf
value: 0.59565
- task:
name: Translation spa-cat
type: translation
args: spa-cat
dataset:
name: ntrex128
type: ntrex128
args: spa-cat
metrics:
- name: BLEU
type: bleu
value: 34.0
- name: chr-F
type: chrf
value: 0.60605
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: ntrex128
type: ntrex128
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 29.6
- name: chr-F
type: chrf
value: 0.57501
- task:
name: Translation spa-glg
type: translation
args: spa-glg
dataset:
name: ntrex128
type: ntrex128
args: spa-glg
metrics:
- name: BLEU
type: bleu
value: 34.4
- name: chr-F
type: chrf
value: 0.61300
- task:
name: Translation spa-ita
type: translation
args: spa-ita
dataset:
name: ntrex128
type: ntrex128
args: spa-ita
metrics:
- name: BLEU
type: bleu
value: 28.9
- name: chr-F
type: chrf
value: 0.57868
- task:
name: Translation spa-por
type: translation
args: spa-por
dataset:
name: ntrex128
type: ntrex128
args: spa-por
metrics:
- name: BLEU
type: bleu
value: 29.1
- name: chr-F
type: chrf
value: 0.56730
- task:
name: Translation spa-ron
type: translation
args: spa-ron
dataset:
name: ntrex128
type: ntrex128
args: spa-ron
metrics:
- name: BLEU
type: bleu
value: 27.9
- name: chr-F
type: chrf
value: 0.54222
- task:
name: Translation deu-cat
type: translation
args: deu-cat
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: deu-cat
metrics:
- name: BLEU
type: bleu
value: 44.3
- name: chr-F
type: chrf
value: 0.63465
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 50.7
- name: chr-F
type: chrf
value: 0.68258
- task:
name: Translation deu-ita
type: translation
args: deu-ita
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: deu-ita
metrics:
- name: BLEU
type: bleu
value: 47.4
- name: chr-F
type: chrf
value: 0.68502
- task:
name: Translation deu-lad
type: translation
args: deu-lad
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: deu-lad
metrics:
- name: BLEU
type: bleu
value: 22.0
- name: chr-F
type: chrf
value: 0.38047
- task:
name: Translation deu-por
type: translation
args: deu-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: deu-por
metrics:
- name: BLEU
type: bleu
value: 43.1
- name: chr-F
type: chrf
value: 0.63684
- task:
name: Translation deu-ron
type: translation
args: deu-ron
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: deu-ron
metrics:
- name: BLEU
type: bleu
value: 42.6
- name: chr-F
type: chrf
value: 0.64207
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 49.4
- name: chr-F
type: chrf
value: 0.68333
- task:
name: Translation eng-cat
type: translation
args: eng-cat
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-cat
metrics:
- name: BLEU
type: bleu
value: 49.1
- name: chr-F
type: chrf
value: 0.67724
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 51.6
- name: chr-F
type: chrf
value: 0.68777
- task:
name: Translation eng-glg
type: translation
args: eng-glg
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-glg
metrics:
- name: BLEU
type: bleu
value: 45.2
- name: chr-F
type: chrf
value: 0.64530
- task:
name: Translation eng-ita
type: translation
args: eng-ita
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-ita
metrics:
- name: BLEU
type: bleu
value: 53.3
- name: chr-F
type: chrf
value: 0.72115
- task:
name: Translation eng-lad
type: translation
args: eng-lad
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-lad
metrics:
- name: BLEU
type: bleu
value: 24.2
- name: chr-F
type: chrf
value: 0.43857
- task:
name: Translation eng-lad_Latn
type: translation
args: eng-lad_Latn
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-lad_Latn
metrics:
- name: BLEU
type: bleu
value: 27.6
- name: chr-F
type: chrf
value: 0.50848
- task:
name: Translation eng-lat
type: translation
args: eng-lat
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-lat
metrics:
- name: BLEU
type: bleu
value: 20.0
- name: chr-F
type: chrf
value: 0.45710
- task:
name: Translation eng-por
type: translation
args: eng-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-por
metrics:
- name: BLEU
type: bleu
value: 53.4
- name: chr-F
type: chrf
value: 0.72159
- task:
name: Translation eng-ron
type: translation
args: eng-ron
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-ron
metrics:
- name: BLEU
type: bleu
value: 47.1
- name: chr-F
type: chrf
value: 0.67835
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 55.8
- name: chr-F
type: chrf
value: 0.72875
- task:
name: Translation fra-cat
type: translation
args: fra-cat
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: fra-cat
metrics:
- name: BLEU
type: bleu
value: 44.6
- name: chr-F
type: chrf
value: 0.65547
- task:
name: Translation fra-fra
type: translation
args: fra-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: fra-fra
metrics:
- name: BLEU
type: bleu
value: 39.9
- name: chr-F
type: chrf
value: 0.61650
- task:
name: Translation fra-ita
type: translation
args: fra-ita
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: fra-ita
metrics:
- name: BLEU
type: bleu
value: 53.5
- name: chr-F
type: chrf
value: 0.72739
- task:
name: Translation fra-por
type: translation
args: fra-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: fra-por
metrics:
- name: BLEU
type: bleu
value: 52.0
- name: chr-F
type: chrf
value: 0.70655
- task:
name: Translation fra-ron
type: translation
args: fra-ron
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: fra-ron
metrics:
- name: BLEU
type: bleu
value: 43.7
- name: chr-F
type: chrf
value: 0.65399
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 54.8
- name: chr-F
type: chrf
value: 0.72083
- 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: 49.7
- name: chr-F
type: chrf
value: 0.67768
- task:
name: Translation por-cat
type: translation
args: por-cat
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-cat
metrics:
- name: BLEU
type: bleu
value: 52.0
- name: chr-F
type: chrf
value: 0.71178
- task:
name: Translation por-fra
type: translation
args: por-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-fra
metrics:
- name: BLEU
type: bleu
value: 60.4
- name: chr-F
type: chrf
value: 0.75691
- task:
name: Translation por-glg
type: translation
args: por-glg
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-glg
metrics:
- name: BLEU
type: bleu
value: 57.6
- name: chr-F
type: chrf
value: 0.74818
- task:
name: Translation por-ita
type: translation
args: por-ita
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-ita
metrics:
- name: BLEU
type: bleu
value: 58.7
- name: chr-F
type: chrf
value: 0.76899
- task:
name: Translation por-por
type: translation
args: por-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-por
metrics:
- name: BLEU
type: bleu
value: 51.0
- name: chr-F
type: chrf
value: 0.71775
- task:
name: Translation por-ron
type: translation
args: por-ron
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-ron
metrics:
- name: BLEU
type: bleu
value: 47.8
- name: chr-F
type: chrf
value: 0.69517
- task:
name: Translation por-spa
type: translation
args: por-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-spa
metrics:
- name: BLEU
type: bleu
value: 64.9
- name: chr-F
type: chrf
value: 0.79442
- task:
name: Translation spa-cat
type: translation
args: spa-cat
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-cat
metrics:
- name: BLEU
type: bleu
value: 66.3
- name: chr-F
type: chrf
value: 0.81845
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 57.4
- name: chr-F
type: chrf
value: 0.73277
- task:
name: Translation spa-glg
type: translation
args: spa-glg
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-glg
metrics:
- name: BLEU
type: bleu
value: 61.5
- name: chr-F
type: chrf
value: 0.76118
- task:
name: Translation spa-ita
type: translation
args: spa-ita
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-ita
metrics:
- name: BLEU
type: bleu
value: 59.5
- name: chr-F
type: chrf
value: 0.76742
- task:
name: Translation spa-lad
type: translation
args: spa-lad
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-lad
metrics:
- name: BLEU
type: bleu
value: 23.4
- name: chr-F
type: chrf
value: 0.43064
- task:
name: Translation spa-lad_Latn
type: translation
args: spa-lad_Latn
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-lad_Latn
metrics:
- name: BLEU
type: bleu
value: 27.1
- name: chr-F
type: chrf
value: 0.50795
- task:
name: Translation spa-por
type: translation
args: spa-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-por
metrics:
- name: BLEU
type: bleu
value: 60.7
- name: chr-F
type: chrf
value: 0.76951
- task:
name: Translation spa-ron
type: translation
args: spa-ron
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-ron
metrics:
- name: BLEU
type: bleu
value: 45.9
- name: chr-F
type: chrf
value: 0.67782
- task:
name: Translation spa-spa
type: translation
args: spa-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-spa
metrics:
- name: BLEU
type: bleu
value: 49.6
- name: chr-F
type: chrf
value: 0.67346
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: tico19-test
type: tico19-test
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 40.1
- name: chr-F
type: chrf
value: 0.62989
- task:
name: Translation eng-por
type: translation
args: eng-por
dataset:
name: tico19-test
type: tico19-test
args: eng-por
metrics:
- name: BLEU
type: bleu
value: 50.0
- name: chr-F
type: chrf
value: 0.72708
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: tico19-test
type: tico19-test
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 52.0
- name: chr-F
type: chrf
value: 0.73154
- task:
name: Translation fra-por
type: translation
args: fra-por
dataset:
name: tico19-test
type: tico19-test
args: fra-por
metrics:
- name: BLEU
type: bleu
value: 34.1
- name: chr-F
type: chrf
value: 0.58383
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: tico19-test
type: tico19-test
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 37.0
- name: chr-F
type: chrf
value: 0.59581
- task:
name: Translation por-fra
type: translation
args: por-fra
dataset:
name: tico19-test
type: tico19-test
args: por-fra
metrics:
- name: BLEU
type: bleu
value: 34.4
- name: chr-F
type: chrf
value: 0.59798
- task:
name: Translation por-spa
type: translation
args: por-spa
dataset:
name: tico19-test
type: tico19-test
args: por-spa
metrics:
- name: BLEU
type: bleu
value: 45.4
- name: chr-F
type: chrf
value: 0.68332
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: tico19-test
type: tico19-test
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 35.5
- name: chr-F
type: chrf
value: 0.60469
- task:
name: Translation spa-por
type: translation
args: spa-por
dataset:
name: tico19-test
type: tico19-test
args: spa-por
metrics:
- name: BLEU
type: bleu
value: 42.8
- name: chr-F
type: chrf
value: 0.67898
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2008
type: wmt-2008-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 26.3
- name: chr-F
type: chrf
value: 0.54926
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: newstest2008
type: wmt-2008-news
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 25.5
- name: chr-F
type: chrf
value: 0.53902
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: newstest2008
type: wmt-2008-news
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 26.8
- name: chr-F
type: chrf
value: 0.55358
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: newstest2008
type: wmt-2008-news
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 29.5
- name: chr-F
type: chrf
value: 0.56491
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: newstest2008
type: wmt-2008-news
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 33.0
- name: chr-F
type: chrf
value: 0.58764
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: newstest2008
type: wmt-2008-news
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 32.4
- name: chr-F
type: chrf
value: 0.58848
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2009
type: wmt-2009-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 25.4
- name: chr-F
type: chrf
value: 0.53870
- task:
name: Translation deu-ita
type: translation
args: deu-ita
dataset:
name: newstest2009
type: wmt-2009-news
args: deu-ita
metrics:
- name: BLEU
type: bleu
value: 24.4
- name: chr-F
type: chrf
value: 0.54509
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: newstest2009
type: wmt-2009-news
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 25.7
- name: chr-F
type: chrf
value: 0.53769
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: newstest2009
type: wmt-2009-news
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 29.3
- name: chr-F
type: chrf
value: 0.57566
- task:
name: Translation eng-ita
type: translation
args: eng-ita
dataset:
name: newstest2009
type: wmt-2009-news
args: eng-ita
metrics:
- name: BLEU
type: bleu
value: 31.4
- name: chr-F
type: chrf
value: 0.60372
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: newstest2009
type: wmt-2009-news
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 30.0
- name: chr-F
type: chrf
value: 0.57913
- task:
name: Translation fra-ita
type: translation
args: fra-ita
dataset:
name: newstest2009
type: wmt-2009-news
args: fra-ita
metrics:
- name: BLEU
type: bleu
value: 30.5
- name: chr-F
type: chrf
value: 0.59749
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: newstest2009
type: wmt-2009-news
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 32.1
- name: chr-F
type: chrf
value: 0.58921
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: newstest2009
type: wmt-2009-news
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 32.3
- name: chr-F
type: chrf
value: 0.59195
- task:
name: Translation spa-ita
type: translation
args: spa-ita
dataset:
name: newstest2009
type: wmt-2009-news
args: spa-ita
metrics:
- name: BLEU
type: bleu
value: 33.0
- name: chr-F
type: chrf
value: 0.61007
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2010
type: wmt-2010-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 29.5
- name: chr-F
type: chrf
value: 0.57888
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: newstest2010
type: wmt-2010-news
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 32.7
- name: chr-F
type: chrf
value: 0.59408
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: newstest2010
type: wmt-2010-news
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 32.4
- name: chr-F
type: chrf
value: 0.59588
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: newstest2010
type: wmt-2010-news
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 36.6
- name: chr-F
type: chrf
value: 0.61978
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: newstest2010
type: wmt-2010-news
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 37.7
- name: chr-F
type: chrf
value: 0.62513
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: newstest2010
type: wmt-2010-news
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 36.1
- name: chr-F
type: chrf
value: 0.62193
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2011
type: wmt-2011-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 27.5
- name: chr-F
type: chrf
value: 0.55704
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: newstest2011
type: wmt-2011-news
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 30.4
- name: chr-F
type: chrf
value: 0.56696
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: newstest2011
type: wmt-2011-news
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 34.3
- name: chr-F
type: chrf
value: 0.61071
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: newstest2011
type: wmt-2011-news
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 38.7
- name: chr-F
type: chrf
value: 0.62126
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: newstest2011
type: wmt-2011-news
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 40.0
- name: chr-F
type: chrf
value: 0.63139
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: newstest2011
type: wmt-2011-news
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 35.2
- name: chr-F
type: chrf
value: 0.61258
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2012
type: wmt-2012-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 27.6
- name: chr-F
type: chrf
value: 0.56034
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: newstest2012
type: wmt-2012-news
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 31.6
- name: chr-F
type: chrf
value: 0.57336
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: newstest2012
type: wmt-2012-news
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 31.9
- name: chr-F
type: chrf
value: 0.59264
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: newstest2012
type: wmt-2012-news
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 39.1
- name: chr-F
type: chrf
value: 0.62568
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: newstest2012
type: wmt-2012-news
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 39.5
- name: chr-F
type: chrf
value: 0.62725
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: newstest2012
type: wmt-2012-news
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 34.2
- name: chr-F
type: chrf
value: 0.61177
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2013
type: wmt-2013-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 29.9
- name: chr-F
type: chrf
value: 0.56475
- task:
name: Translation deu-spa
type: translation
args: deu-spa
dataset:
name: newstest2013
type: wmt-2013-news
args: deu-spa
metrics:
- name: BLEU
type: bleu
value: 31.9
- name: chr-F
type: chrf
value: 0.57187
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: newstest2013
type: wmt-2013-news
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 33.3
- name: chr-F
type: chrf
value: 0.58938
- task:
name: Translation eng-spa
type: translation
args: eng-spa
dataset:
name: newstest2013
type: wmt-2013-news
args: eng-spa
metrics:
- name: BLEU
type: bleu
value: 35.2
- name: chr-F
type: chrf
value: 0.59817
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: newstest2013
type: wmt-2013-news
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 35.1
- name: chr-F
type: chrf
value: 0.59482
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: newstest2013
type: wmt-2013-news
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 33.9
- name: chr-F
type: chrf
value: 0.59825
- task:
name: Translation eng-fra
type: translation
args: eng-fra
dataset:
name: newstest2014
type: wmt-2014-news
args: eng-fra
metrics:
- name: BLEU
type: bleu
value: 40.2
- name: chr-F
type: chrf
value: 0.65438
- task:
name: Translation eng-ron
type: translation
args: eng-ron
dataset:
name: newstest2016
type: wmt-2016-news
args: eng-ron
metrics:
- name: BLEU
type: bleu
value: 32.2
- name: chr-F
type: chrf
value: 0.59473
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2019
type: wmt-2019-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 35.9
- name: chr-F
type: chrf
value: 0.62831
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2020
type: wmt-2020-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 33.0
- name: chr-F
type: chrf
value: 0.60408
- task:
name: Translation deu-fra
type: translation
args: deu-fra
dataset:
name: newstest2021
type: wmt-2021-news
args: deu-fra
metrics:
- name: BLEU
type: bleu
value: 31.3
- name: chr-F
type: chrf
value: 0.58913
---
# opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc
## Table of Contents
- [Model Details](#model-details)
- [Uses](#uses)
- [Risks, Limitations and Biases](#risks-limitations-and-biases)
- [How to Get Started With the Model](#how-to-get-started-with-the-model)
- [Training](#training)
- [Evaluation](#evaluation)
- [Citation Information](#citation-information)
- [Acknowledgements](#acknowledgements)
## Model Details
Neural machine translation model for translating from unknown (deu+eng+fra+por+spa) to Italic languages (itc).
This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train).
**Model Description:**
- **Developed by:** Language Technology Research Group at the University of Helsinki
- **Model Type:** Translation (transformer-big)
- **Release**: 2024-05-30
- **License:** Apache-2.0
- **Language(s):**
- Source Language(s): deu eng fra por spa
- Target Language(s): acf arg ast cat cbk cos crs egl ext fra frm fro frp fur gcf glg hat ita kea lad lat lij lld lmo lou mfe mol mwl nap oci osp pap pcd pms por roh ron rup scn spa srd vec wln
- Valid Target Language Labels: >>acf<< >>aoa<< >>arg<< >>ast<< >>cat<< >>cbk<< >>cbk_Latn<< >>ccd<< >>cks<< >>cos<< >>cri<< >>crs<< >>dlm<< >>drc<< >>egl<< >>ext<< >>fab<< >>fax<< >>fra<< >>frc<< >>frm<< >>frm_Latn<< >>fro<< >>fro_Latn<< >>frp<< >>fur<< >>gcf<< >>gcf_Latn<< >>gcr<< >>glg<< >>hat<< >>idb<< >>ist<< >>ita<< >>itk<< >>kea<< >>kmv<< >>lad<< >>lad_Latn<< >>lat<< >>lat_Latn<< >>lij<< >>lld<< >>lld_Latn<< >>lmo<< >>lou<< >>lou_Latn<< >>mcm<< >>mfe<< >>mol<< >>mwl<< >>mxi<< >>mzs<< >>nap<< >>nrf<< >>oci<< >>osc<< >>osp<< >>osp_Latn<< >>pap<< >>pcd<< >>pln<< >>pms<< >>por<< >>pov<< >>pre<< >>pro<< >>rcf<< >>rgn<< >>roh<< >>ron<< >>ruo<< >>rup<< >>ruq<< >>scf<< >>scn<< >>spa<< >>spq<< >>spx<< >>srd<< >>tmg<< >>tvy<< >>vec<< >>vkp<< >>wln<< >>xfa<< >>xum<< >>xxx<<
- **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-itc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip)
- **Resources for more information:**
- [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/deu%2Beng%2Bfra%2Bpor%2Bspa-itc/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30)
- [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train)
- [More information about MarianNMT models in the transformers library](https://huggingface.co/docs/transformers/model_doc/marian)
- [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/)
- [HPLT bilingual data v1 (as part of the Tatoeba Translation Challenge dataset)](https://hplt-project.org/datasets/v1)
- [A massively parallel Bible corpus](https://aclanthology.org/L14-1215/)
This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of `>>id<<` (id = valid target language ID), e.g. `>>acf<<`
## Uses
This model can be used for translation and text-to-text generation.
## Risks, Limitations and Biases
**CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.**
Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)).
## How to Get Started With the Model
A short example code:
```python
from transformers import MarianMTModel, MarianTokenizer
src_text = [
">>acf<< Replace this with text in an accepted source language.",
">>wln<< This is the second sentence."
]
model_name = "pytorch-models/opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc"
tokenizer = MarianTokenizer.from_pretrained(model_name)
model = MarianMTModel.from_pretrained(model_name)
translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True))
for t in translated:
print( tokenizer.decode(t, skip_special_tokens=True) )
```
You can also use OPUS-MT models with the transformers pipelines, for example:
```python
from transformers import pipeline
pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc")
print(pipe(">>acf<< 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/deu+eng+fra+por+spa-itc/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/deu%2Beng%2Bfra%2Bpor%2Bspa-itc/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/deu+eng+fra+por+spa-itc/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/deu+eng+fra+por+spa-itc/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 |
|----------|---------|-------|-------|-------|--------|
| deu-cat | tatoeba-test-v2021-08-07 | 0.63465 | 44.3 | 723 | 5539 |
| deu-fra | tatoeba-test-v2021-08-07 | 0.68258 | 50.7 | 12418 | 102721 |
| deu-ita | tatoeba-test-v2021-08-07 | 0.68502 | 47.4 | 10094 | 75504 |
| deu-lad | tatoeba-test-v2021-08-07 | 0.38047 | 22.0 | 220 | 1130 |
| deu-lat | tatoeba-test-v2021-08-07 | 0.42567 | 16.2 | 2016 | 10538 |
| deu-por | tatoeba-test-v2021-08-07 | 0.63684 | 43.1 | 10000 | 81482 |
| deu-ron | tatoeba-test-v2021-08-07 | 0.64207 | 42.6 | 1141 | 7432 |
| deu-spa | tatoeba-test-v2021-08-07 | 0.68333 | 49.4 | 10521 | 82570 |
| eng-cat | tatoeba-test-v2021-08-07 | 0.67724 | 49.1 | 1631 | 12344 |
| eng-fra | tatoeba-test-v2021-08-07 | 0.68777 | 51.6 | 12681 | 106378 |
| eng-glg | tatoeba-test-v2021-08-07 | 0.64530 | 45.2 | 1015 | 7881 |
| eng-ita | tatoeba-test-v2021-08-07 | 0.72115 | 53.3 | 17320 | 116336 |
| eng-lad | tatoeba-test-v2021-08-07 | 0.43857 | 24.2 | 768 | 4105 |
| eng-lad_Latn | tatoeba-test-v2021-08-07 | 0.50848 | 27.6 | 672 | 3580 |
| eng-lat | tatoeba-test-v2021-08-07 | 0.45710 | 20.0 | 10298 | 76510 |
| eng-por | tatoeba-test-v2021-08-07 | 0.72159 | 53.4 | 13222 | 105265 |
| eng-ron | tatoeba-test-v2021-08-07 | 0.67835 | 47.1 | 5508 | 40367 |
| eng-spa | tatoeba-test-v2021-08-07 | 0.72875 | 55.8 | 16583 | 134710 |
| fra-cat | tatoeba-test-v2021-08-07 | 0.65547 | 44.6 | 700 | 5342 |
| fra-fra | tatoeba-test-v2021-08-07 | 0.61650 | 39.9 | 1000 | 7757 |
| fra-ita | tatoeba-test-v2021-08-07 | 0.72739 | 53.5 | 10091 | 62060 |
| fra-por | tatoeba-test-v2021-08-07 | 0.70655 | 52.0 | 10518 | 77650 |
| fra-ron | tatoeba-test-v2021-08-07 | 0.65399 | 43.7 | 1925 | 12252 |
| fra-spa | tatoeba-test-v2021-08-07 | 0.72083 | 54.8 | 10294 | 78406 |
| por-cat | tatoeba-test-v2021-08-07 | 0.71178 | 52.0 | 747 | 6149 |
| por-fra | tatoeba-test-v2021-08-07 | 0.75691 | 60.4 | 10518 | 80459 |
| por-glg | tatoeba-test-v2021-08-07 | 0.74818 | 57.6 | 433 | 3016 |
| por-ita | tatoeba-test-v2021-08-07 | 0.76899 | 58.7 | 3066 | 24897 |
| por-por | tatoeba-test-v2021-08-07 | 0.71775 | 51.0 | 2500 | 19220 |
| por-ron | tatoeba-test-v2021-08-07 | 0.69517 | 47.8 | 681 | 4521 |
| por-spa | tatoeba-test-v2021-08-07 | 0.79442 | 64.9 | 10947 | 87335 |
| spa-cat | tatoeba-test-v2021-08-07 | 0.81845 | 66.3 | 1534 | 12343 |
| spa-fra | tatoeba-test-v2021-08-07 | 0.73277 | 57.4 | 10294 | 83501 |
| spa-glg | tatoeba-test-v2021-08-07 | 0.76118 | 61.5 | 2121 | 16581 |
| spa-ita | tatoeba-test-v2021-08-07 | 0.76742 | 59.5 | 5000 | 34515 |
| spa-lad | tatoeba-test-v2021-08-07 | 0.43064 | 23.4 | 276 | 1464 |
| spa-lad_Latn | tatoeba-test-v2021-08-07 | 0.50795 | 27.1 | 239 | 1254 |
| spa-lat | tatoeba-test-v2021-08-07 | 0.44044 | 18.8 | 3129 | 27685 |
| spa-por | tatoeba-test-v2021-08-07 | 0.76951 | 60.7 | 10947 | 87610 |
| spa-ron | tatoeba-test-v2021-08-07 | 0.67782 | 45.9 | 1959 | 12503 |
| spa-spa | tatoeba-test-v2021-08-07 | 0.67346 | 49.6 | 2500 | 21469 |
| deu-ast | flores101-devtest | 0.53230 | 21.5 | 1012 | 24572 |
| deu-cat | flores101-devtest | 0.58466 | 31.6 | 1012 | 27304 |
| deu-fra | flores101-devtest | 0.62370 | 36.5 | 1012 | 28343 |
| deu-glg | flores101-devtest | 0.55693 | 28.0 | 1012 | 26582 |
| deu-oci | flores101-devtest | 0.52253 | 22.3 | 1012 | 27305 |
| deu-por | flores101-devtest | 0.60688 | 34.8 | 1012 | 26519 |
| deu-ron | flores101-devtest | 0.57333 | 30.3 | 1012 | 26799 |
| eng-cat | flores101-devtest | 0.66607 | 42.5 | 1012 | 27304 |
| eng-fra | flores101-devtest | 0.70492 | 48.8 | 1012 | 28343 |
| eng-por | flores101-devtest | 0.71112 | 49.3 | 1012 | 26519 |
| eng-ron | flores101-devtest | 0.64856 | 40.3 | 1012 | 26799 |
| fra-oci | flores101-devtest | 0.58559 | 29.2 | 1012 | 27305 |
| fra-ron | flores101-devtest | 0.58922 | 32.1 | 1012 | 26799 |
| por-kea | flores101-devtest | 0.40779 | 12.8 | 1012 | 25540 |
| por-oci | flores101-devtest | 0.57016 | 27.5 | 1012 | 27305 |
| spa-ast | flores101-devtest | 0.49666 | 16.3 | 1012 | 24572 |
| spa-cat | flores101-devtest | 0.54015 | 23.2 | 1012 | 27304 |
| spa-glg | flores101-devtest | 0.52923 | 22.1 | 1012 | 26582 |
| spa-oci | flores101-devtest | 0.49285 | 17.2 | 1012 | 27305 |
| spa-por | flores101-devtest | 0.55944 | 25.7 | 1012 | 26519 |
| spa-ron | flores101-devtest | 0.53282 | 23.3 | 1012 | 26799 |
| deu-ast | flores200-devtest | 0.53782 | 22.1 | 1012 | 24572 |
| deu-cat | flores200-devtest | 0.58846 | 32.2 | 1012 | 27304 |
| deu-fra | flores200-devtest | 0.62803 | 37.2 | 1012 | 28343 |
| deu-fur | flores200-devtest | 0.46372 | 18.7 | 1012 | 29171 |
| deu-glg | flores200-devtest | 0.56229 | 28.7 | 1012 | 26582 |
| deu-hat | flores200-devtest | 0.46752 | 15.7 | 1012 | 25833 |
| deu-ita | flores200-devtest | 0.55344 | 25.8 | 1012 | 27306 |
| deu-lij | flores200-devtest | 0.40732 | 11.8 | 1012 | 28625 |
| deu-oci | flores200-devtest | 0.52749 | 23.1 | 1012 | 27305 |
| deu-pap | flores200-devtest | 0.49721 | 22.4 | 1012 | 28016 |
| deu-por | flores200-devtest | 0.60818 | 34.7 | 1012 | 26519 |
| deu-ron | flores200-devtest | 0.57873 | 31.1 | 1012 | 26799 |
| deu-spa | flores200-devtest | 0.52442 | 24.4 | 1012 | 29199 |
| deu-srd | flores200-devtest | 0.45629 | 16.1 | 1012 | 28322 |
| eng-ast | flores200-devtest | 0.59255 | 27.8 | 1012 | 24572 |
| eng-cat | flores200-devtest | 0.66809 | 42.8 | 1012 | 27304 |
| eng-fra | flores200-devtest | 0.71001 | 49.5 | 1012 | 28343 |
| eng-fur | flores200-devtest | 0.49164 | 23.0 | 1012 | 29171 |
| eng-glg | flores200-devtest | 0.62349 | 36.1 | 1012 | 26582 |
| eng-hat | flores200-devtest | 0.51720 | 21.3 | 1012 | 25833 |
| eng-ita | flores200-devtest | 0.58898 | 29.7 | 1012 | 27306 |
| eng-lij | flores200-devtest | 0.43644 | 14.8 | 1012 | 28625 |
| eng-oci | flores200-devtest | 0.63245 | 35.2 | 1012 | 27305 |
| eng-pap | flores200-devtest | 0.56775 | 30.4 | 1012 | 28016 |
| eng-por | flores200-devtest | 0.71438 | 50.0 | 1012 | 26519 |
| eng-ron | flores200-devtest | 0.65373 | 41.2 | 1012 | 26799 |
| eng-spa | flores200-devtest | 0.55784 | 27.6 | 1012 | 29199 |
| eng-srd | flores200-devtest | 0.49876 | 21.0 | 1012 | 28322 |
| fra-ast | flores200-devtest | 0.53904 | 22.0 | 1012 | 24572 |
| fra-cat | flores200-devtest | 0.60549 | 34.5 | 1012 | 27304 |
| fra-fur | flores200-devtest | 0.49119 | 21.4 | 1012 | 29171 |
| fra-glg | flores200-devtest | 0.57998 | 31.3 | 1012 | 26582 |
| fra-hat | flores200-devtest | 0.52018 | 20.7 | 1012 | 25833 |
| fra-ita | flores200-devtest | 0.56470 | 27.0 | 1012 | 27306 |
| fra-lij | flores200-devtest | 0.43180 | 13.6 | 1012 | 28625 |
| fra-oci | flores200-devtest | 0.58268 | 29.2 | 1012 | 27305 |
| fra-pap | flores200-devtest | 0.51029 | 23.6 | 1012 | 28016 |
| fra-por | flores200-devtest | 0.62540 | 37.5 | 1012 | 26519 |
| fra-ron | flores200-devtest | 0.59255 | 32.7 | 1012 | 26799 |
| fra-spa | flores200-devtest | 0.53001 | 24.4 | 1012 | 29199 |
| fra-srd | flores200-devtest | 0.47645 | 17.9 | 1012 | 28322 |
| por-ast | flores200-devtest | 0.55369 | 23.9 | 1012 | 24572 |
| por-cat | flores200-devtest | 0.61981 | 36.4 | 1012 | 27304 |
| por-fra | flores200-devtest | 0.64654 | 40.4 | 1012 | 28343 |
| por-fur | flores200-devtest | 0.50078 | 22.1 | 1012 | 29171 |
| por-glg | flores200-devtest | 0.58336 | 31.1 | 1012 | 26582 |
| por-hat | flores200-devtest | 0.48834 | 18.0 | 1012 | 25833 |
| por-ita | flores200-devtest | 0.56077 | 26.7 | 1012 | 27306 |
| por-kea | flores200-devtest | 0.42451 | 13.6 | 1012 | 25540 |
| por-lij | flores200-devtest | 0.43715 | 13.4 | 1012 | 28625 |
| por-oci | flores200-devtest | 0.57143 | 28.1 | 1012 | 27305 |
| por-pap | flores200-devtest | 0.52192 | 25.0 | 1012 | 28016 |
| por-ron | flores200-devtest | 0.59962 | 34.2 | 1012 | 26799 |
| por-spa | flores200-devtest | 0.53772 | 25.6 | 1012 | 29199 |
| por-srd | flores200-devtest | 0.48882 | 18.8 | 1012 | 28322 |
| spa-ast | flores200-devtest | 0.49512 | 16.3 | 1012 | 24572 |
| spa-cat | flores200-devtest | 0.53968 | 23.1 | 1012 | 27304 |
| spa-fra | flores200-devtest | 0.57461 | 27.9 | 1012 | 28343 |
| spa-fur | flores200-devtest | 0.45785 | 16.1 | 1012 | 29171 |
| spa-glg | flores200-devtest | 0.52933 | 22.2 | 1012 | 26582 |
| spa-hat | flores200-devtest | 0.44627 | 13.0 | 1012 | 25833 |
| spa-ita | flores200-devtest | 0.53063 | 22.4 | 1012 | 27306 |
| spa-oci | flores200-devtest | 0.49293 | 17.4 | 1012 | 27305 |
| spa-pap | flores200-devtest | 0.46595 | 17.7 | 1012 | 28016 |
| spa-por | flores200-devtest | 0.56138 | 25.9 | 1012 | 26519 |
| spa-ron | flores200-devtest | 0.53609 | 23.8 | 1012 | 26799 |
| spa-srd | flores200-devtest | 0.44898 | 13.3 | 1012 | 28322 |
| deu-fra | generaltest2022 | 0.60634 | 37.4 | 1984 | 38276 |
| deu-fra | multi30k_test_2016_flickr | 0.62595 | 38.5 | 1000 | 13505 |
| eng-fra | multi30k_test_2016_flickr | 0.71630 | 51.4 | 1000 | 13505 |
| deu-fra | multi30k_test_2017_flickr | 0.62733 | 37.3 | 1000 | 12118 |
| eng-fra | multi30k_test_2017_flickr | 0.71850 | 50.8 | 1000 | 12118 |
| deu-fra | multi30k_test_2017_mscoco | 0.59089 | 33.8 | 461 | 5484 |
| eng-fra | multi30k_test_2017_mscoco | 0.73129 | 54.1 | 461 | 5484 |
| deu-fra | multi30k_test_2018_flickr | 0.57155 | 30.9 | 1071 | 15867 |
| eng-fra | multi30k_test_2018_flickr | 0.65461 | 41.9 | 1071 | 15867 |
| eng-fra | newsdiscusstest2015 | 0.63660 | 38.5 | 1500 | 27975 |
| deu-fra | newssyscomb2009 | 0.56035 | 27.6 | 502 | 12331 |
| deu-ita | newssyscomb2009 | 0.55722 | 25.1 | 502 | 11551 |
| deu-spa | newssyscomb2009 | 0.55595 | 28.5 | 502 | 12503 |
| eng-fra | newssyscomb2009 | 0.58465 | 29.5 | 502 | 12331 |
| eng-ita | newssyscomb2009 | 0.60792 | 31.3 | 502 | 11551 |
| eng-spa | newssyscomb2009 | 0.58219 | 31.0 | 502 | 12503 |
| fra-ita | newssyscomb2009 | 0.61352 | 31.9 | 502 | 11551 |
| fra-spa | newssyscomb2009 | 0.60430 | 34.3 | 502 | 12503 |
| spa-fra | newssyscomb2009 | 0.61491 | 34.6 | 502 | 12331 |
| spa-ita | newssyscomb2009 | 0.61861 | 33.7 | 502 | 11551 |
| deu-fra | newstest2008 | 0.54926 | 26.3 | 2051 | 52685 |
| deu-spa | newstest2008 | 0.53902 | 25.5 | 2051 | 52586 |
| eng-fra | newstest2008 | 0.55358 | 26.8 | 2051 | 52685 |
| eng-spa | newstest2008 | 0.56491 | 29.5 | 2051 | 52586 |
| fra-spa | newstest2008 | 0.58764 | 33.0 | 2051 | 52586 |
| spa-fra | newstest2008 | 0.58848 | 32.4 | 2051 | 52685 |
| deu-fra | newstest2009 | 0.53870 | 25.4 | 2525 | 69263 |
| deu-ita | newstest2009 | 0.54509 | 24.4 | 2525 | 63466 |
| deu-spa | newstest2009 | 0.53769 | 25.7 | 2525 | 68111 |
| eng-fra | newstest2009 | 0.57566 | 29.3 | 2525 | 69263 |
| eng-ita | newstest2009 | 0.60372 | 31.4 | 2525 | 63466 |
| eng-spa | newstest2009 | 0.57913 | 30.0 | 2525 | 68111 |
| fra-ita | newstest2009 | 0.59749 | 30.5 | 2525 | 63466 |
| fra-spa | newstest2009 | 0.58921 | 32.1 | 2525 | 68111 |
| spa-fra | newstest2009 | 0.59195 | 32.3 | 2525 | 69263 |
| spa-ita | newstest2009 | 0.61007 | 33.0 | 2525 | 63466 |
| deu-fra | newstest2010 | 0.57888 | 29.5 | 2489 | 66022 |
| deu-spa | newstest2010 | 0.59408 | 32.7 | 2489 | 65480 |
| eng-fra | newstest2010 | 0.59588 | 32.4 | 2489 | 66022 |
| eng-spa | newstest2010 | 0.61978 | 36.6 | 2489 | 65480 |
| fra-spa | newstest2010 | 0.62513 | 37.7 | 2489 | 65480 |
| spa-fra | newstest2010 | 0.62193 | 36.1 | 2489 | 66022 |
| deu-fra | newstest2011 | 0.55704 | 27.5 | 3003 | 80626 |
| deu-spa | newstest2011 | 0.56696 | 30.4 | 3003 | 79476 |
| eng-fra | newstest2011 | 0.61071 | 34.3 | 3003 | 80626 |
| eng-spa | newstest2011 | 0.62126 | 38.7 | 3003 | 79476 |
| fra-spa | newstest2011 | 0.63139 | 40.0 | 3003 | 79476 |
| spa-fra | newstest2011 | 0.61258 | 35.2 | 3003 | 80626 |
| deu-fra | newstest2012 | 0.56034 | 27.6 | 3003 | 78011 |
| deu-spa | newstest2012 | 0.57336 | 31.6 | 3003 | 79006 |
| eng-fra | newstest2012 | 0.59264 | 31.9 | 3003 | 78011 |
| eng-spa | newstest2012 | 0.62568 | 39.1 | 3003 | 79006 |
| fra-spa | newstest2012 | 0.62725 | 39.5 | 3003 | 79006 |
| spa-fra | newstest2012 | 0.61177 | 34.2 | 3003 | 78011 |
| deu-fra | newstest2013 | 0.56475 | 29.9 | 3000 | 70037 |
| deu-spa | newstest2013 | 0.57187 | 31.9 | 3000 | 70528 |
| eng-fra | newstest2013 | 0.58938 | 33.3 | 3000 | 70037 |
| eng-spa | newstest2013 | 0.59817 | 35.2 | 3000 | 70528 |
| fra-spa | newstest2013 | 0.59482 | 35.1 | 3000 | 70528 |
| spa-fra | newstest2013 | 0.59825 | 33.9 | 3000 | 70037 |
| eng-fra | newstest2014 | 0.65438 | 40.2 | 3003 | 77306 |
| eng-ron | newstest2016 | 0.59473 | 32.2 | 1999 | 48945 |
| deu-fra | newstest2019 | 0.62831 | 35.9 | 1701 | 42509 |
| deu-fra | newstest2020 | 0.60408 | 33.0 | 1619 | 36890 |
| deu-fra | newstest2021 | 0.58913 | 31.3 | 1000 | 23757 |
| deu-cat | ntrex128 | 0.55033 | 28.2 | 1997 | 53438 |
| deu-fra | ntrex128 | 0.55854 | 28.5 | 1997 | 53481 |
| deu-glg | ntrex128 | 0.55034 | 27.8 | 1997 | 50432 |
| deu-ita | ntrex128 | 0.55733 | 26.6 | 1997 | 50759 |
| deu-por | ntrex128 | 0.54208 | 26.0 | 1997 | 51631 |
| deu-ron | ntrex128 | 0.52839 | 26.6 | 1997 | 53498 |
| deu-spa | ntrex128 | 0.56966 | 30.8 | 1997 | 54107 |
| eng-cat | ntrex128 | 0.61431 | 36.3 | 1997 | 53438 |
| eng-fra | ntrex128 | 0.61695 | 35.5 | 1997 | 53481 |
| eng-glg | ntrex128 | 0.62390 | 37.2 | 1997 | 50432 |
| eng-ita | ntrex128 | 0.62209 | 36.1 | 1997 | 50759 |
| eng-por | ntrex128 | 0.59859 | 33.5 | 1997 | 51631 |
| eng-ron | ntrex128 | 0.58128 | 33.4 | 1997 | 53498 |
| eng-spa | ntrex128 | 0.64099 | 40.3 | 1997 | 54107 |
| fra-cat | ntrex128 | 0.55093 | 28.1 | 1997 | 53438 |
| fra-glg | ntrex128 | 0.55325 | 28.0 | 1997 | 50432 |
| fra-ita | ntrex128 | 0.56188 | 27.4 | 1997 | 50759 |
| fra-por | ntrex128 | 0.54001 | 25.6 | 1997 | 51631 |
| fra-ron | ntrex128 | 0.51853 | 24.8 | 1997 | 53498 |
| fra-spa | ntrex128 | 0.57116 | 31.0 | 1997 | 54107 |
| por-cat | ntrex128 | 0.57962 | 31.6 | 1997 | 53438 |
| por-fra | ntrex128 | 0.56910 | 28.9 | 1997 | 53481 |
| por-glg | ntrex128 | 0.57389 | 30.3 | 1997 | 50432 |
| por-ita | ntrex128 | 0.58788 | 30.6 | 1997 | 50759 |
| por-ron | ntrex128 | 0.54276 | 28.0 | 1997 | 53498 |
| por-spa | ntrex128 | 0.59565 | 34.2 | 1997 | 54107 |
| spa-cat | ntrex128 | 0.60605 | 34.0 | 1997 | 53438 |
| spa-fra | ntrex128 | 0.57501 | 29.6 | 1997 | 53481 |
| spa-glg | ntrex128 | 0.61300 | 34.4 | 1997 | 50432 |
| spa-ita | ntrex128 | 0.57868 | 28.9 | 1997 | 50759 |
| spa-por | ntrex128 | 0.56730 | 29.1 | 1997 | 51631 |
| spa-ron | ntrex128 | 0.54222 | 27.9 | 1997 | 53498 |
| eng-fra | tico19-test | 0.62989 | 40.1 | 2100 | 64661 |
| eng-por | tico19-test | 0.72708 | 50.0 | 2100 | 62729 |
| eng-spa | tico19-test | 0.73154 | 52.0 | 2100 | 66563 |
| fra-por | tico19-test | 0.58383 | 34.1 | 2100 | 62729 |
| fra-spa | tico19-test | 0.59581 | 37.0 | 2100 | 66563 |
| por-fra | tico19-test | 0.59798 | 34.4 | 2100 | 64661 |
| por-spa | tico19-test | 0.68332 | 45.4 | 2100 | 66563 |
| spa-fra | tico19-test | 0.60469 | 35.5 | 2100 | 64661 |
| spa-por | tico19-test | 0.67898 | 42.8 | 2100 | 62729 |
## Citation Information
* Publications: [Democratizing neural machine translation with OPUS-MT](https://doi.org/10.1007/s10579-023-09704-w) and [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.)
```bibtex
@article{tiedemann2023democratizing,
title={Democratizing neural machine translation with {OPUS-MT}},
author={Tiedemann, J{\"o}rg and Aulamo, Mikko and Bakshandaeva, Daria and Boggia, Michele and Gr{\"o}nroos, Stig-Arne and Nieminen, Tommi and Raganato, Alessandro and Scherrer, Yves and Vazquez, Raul and Virpioja, Sami},
journal={Language Resources and Evaluation},
number={58},
pages={713--755},
year={2023},
publisher={Springer Nature},
issn={1574-0218},
doi={10.1007/s10579-023-09704-w}
}
@inproceedings{tiedemann-thottingal-2020-opus,
title = "{OPUS}-{MT} {--} Building open translation services for the World",
author = {Tiedemann, J{\"o}rg and Thottingal, Santhosh},
booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation",
month = nov,
year = "2020",
address = "Lisboa, Portugal",
publisher = "European Association for Machine Translation",
url = "https://aclanthology.org/2020.eamt-1.61",
pages = "479--480",
}
@inproceedings{tiedemann-2020-tatoeba,
title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}",
author = {Tiedemann, J{\"o}rg},
booktitle = "Proceedings of the Fifth Conference on Machine Translation",
month = nov,
year = "2020",
address = "Online",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2020.wmt-1.139",
pages = "1174--1182",
}
```
## Acknowledgements
The work is supported by the [HPLT project](https://hplt-project.org/), funded by the European Union’s Horizon Europe research and innovation programme under grant agreement No 101070350. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland, and the [EuroHPC supercomputer LUMI](https://www.lumi-supercomputer.eu/).
## Model conversion info
* transformers version: 4.45.1
* OPUS-MT git hash: 0882077
* port time: Tue Oct 8 10:16:22 EEST 2024
* port machine: LM0-400-22516.local