metadata
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-itc-deu_eng_fra_por_spa
results:
- task:
name: Translation ast-deu
type: translation
args: ast-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: ast-deu
metrics:
- name: BLEU
type: bleu
value: 24.8
- name: chr-F
type: chrf
value: 0.53776
- task:
name: Translation ast-eng
type: translation
args: ast-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: ast-eng
metrics:
- name: BLEU
type: bleu
value: 36.8
- name: chr-F
type: chrf
value: 0.61482
- task:
name: Translation ast-fra
type: translation
args: ast-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: ast-fra
metrics:
- name: BLEU
type: bleu
value: 31.3
- name: chr-F
type: chrf
value: 0.56504
- task:
name: Translation ast-por
type: translation
args: ast-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: ast-por
metrics:
- name: BLEU
type: bleu
value: 31.1
- name: chr-F
type: chrf
value: 0.57158
- task:
name: Translation ast-spa
type: translation
args: ast-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: ast-spa
metrics:
- name: BLEU
type: bleu
value: 21.2
- name: chr-F
type: chrf
value: 0.49579
- task:
name: Translation cat-deu
type: translation
args: cat-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: cat-deu
metrics:
- name: BLEU
type: bleu
value: 29.2
- name: chr-F
type: chrf
value: 0.58203
- task:
name: Translation cat-eng
type: translation
args: cat-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: cat-eng
metrics:
- name: BLEU
type: bleu
value: 44.6
- name: chr-F
type: chrf
value: 0.69165
- task:
name: Translation cat-fra
type: translation
args: cat-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: cat-fra
metrics:
- name: BLEU
type: bleu
value: 38.9
- name: chr-F
type: chrf
value: 0.63612
- task:
name: Translation cat-por
type: translation
args: cat-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: cat-por
metrics:
- name: BLEU
type: bleu
value: 37.7
- name: chr-F
type: chrf
value: 0.62911
- task:
name: Translation cat-spa
type: translation
args: cat-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: cat-spa
metrics:
- name: BLEU
type: bleu
value: 24.6
- name: chr-F
type: chrf
value: 0.5332
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 29.1
- name: chr-F
type: chrf
value: 0.58592
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 43.8
- name: chr-F
type: chrf
value: 0.68067
- 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
- name: chr-F
type: chrf
value: 0.62388
- 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: 0.52983
- task:
name: Translation fur-deu
type: translation
args: fur-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: fur-deu
metrics:
- name: BLEU
type: bleu
value: 21.8
- name: chr-F
type: chrf
value: 0.51969
- task:
name: Translation fur-eng
type: translation
args: fur-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: fur-eng
metrics:
- name: BLEU
type: bleu
value: 34.3
- name: chr-F
type: chrf
value: 0.60793
- task:
name: Translation fur-fra
type: translation
args: fur-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: fur-fra
metrics:
- name: BLEU
type: bleu
value: 30
- name: chr-F
type: chrf
value: 0.56989
- task:
name: Translation fur-por
type: translation
args: fur-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: fur-por
metrics:
- name: BLEU
type: bleu
value: 29.3
- name: chr-F
type: chrf
value: 0.56207
- task:
name: Translation fur-spa
type: translation
args: fur-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: fur-spa
metrics:
- name: BLEU
type: bleu
value: 20
- name: chr-F
type: chrf
value: 0.48436
- task:
name: Translation glg-deu
type: translation
args: glg-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: glg-deu
metrics:
- name: BLEU
type: bleu
value: 27.7
- name: chr-F
type: chrf
value: 0.57369
- task:
name: Translation glg-eng
type: translation
args: glg-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: glg-eng
metrics:
- name: BLEU
type: bleu
value: 40
- name: chr-F
type: chrf
value: 0.66358
- task:
name: Translation glg-fra
type: translation
args: glg-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: glg-fra
metrics:
- name: BLEU
type: bleu
value: 36.5
- name: chr-F
type: chrf
value: 0.62487
- task:
name: Translation glg-por
type: translation
args: glg-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: glg-por
metrics:
- name: BLEU
type: bleu
value: 32.7
- name: chr-F
type: chrf
value: 0.60267
- task:
name: Translation glg-spa
type: translation
args: glg-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: glg-spa
metrics:
- name: BLEU
type: bleu
value: 24.3
- name: chr-F
type: chrf
value: 0.53227
- task:
name: Translation hat-deu
type: translation
args: hat-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: hat-deu
metrics:
- name: BLEU
type: bleu
value: 19.1
- name: chr-F
type: chrf
value: 0.49916
- task:
name: Translation hat-eng
type: translation
args: hat-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: hat-eng
metrics:
- name: BLEU
type: bleu
value: 32.5
- name: chr-F
type: chrf
value: 0.59656
- task:
name: Translation hat-fra
type: translation
args: hat-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: hat-fra
metrics:
- name: BLEU
type: bleu
value: 35.4
- name: chr-F
type: chrf
value: 0.61574
- task:
name: Translation hat-por
type: translation
args: hat-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: hat-por
metrics:
- name: BLEU
type: bleu
value: 27.7
- name: chr-F
type: chrf
value: 0.55195
- task:
name: Translation hat-spa
type: translation
args: hat-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: hat-spa
metrics:
- name: BLEU
type: bleu
value: 18.4
- name: chr-F
type: chrf
value: 0.47382
- task:
name: Translation ita-deu
type: translation
args: ita-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: ita-deu
metrics:
- name: BLEU
type: bleu
value: 24.1
- name: chr-F
type: chrf
value: 0.55779
- task:
name: Translation ita-eng
type: translation
args: ita-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: ita-eng
metrics:
- name: BLEU
type: bleu
value: 32.2
- name: chr-F
type: chrf
value: 0.61563
- task:
name: Translation ita-fra
type: translation
args: ita-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: ita-fra
metrics:
- name: BLEU
type: bleu
value: 31.2
- name: chr-F
type: chrf
value: 0.6021
- task:
name: Translation ita-por
type: translation
args: ita-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: ita-por
metrics:
- name: BLEU
type: bleu
value: 28.8
- name: chr-F
type: chrf
value: 0.58279
- task:
name: Translation ita-spa
type: translation
args: ita-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: ita-spa
metrics:
- name: BLEU
type: bleu
value: 23.2
- name: chr-F
type: chrf
value: 0.52348
- task:
name: Translation kea-deu
type: translation
args: kea-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: kea-deu
metrics:
- name: BLEU
type: bleu
value: 19.3
- name: chr-F
type: chrf
value: 0.49089
- task:
name: Translation kea-eng
type: translation
args: kea-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: kea-eng
metrics:
- name: BLEU
type: bleu
value: 35.5
- name: chr-F
type: chrf
value: 0.60553
- task:
name: Translation kea-fra
type: translation
args: kea-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: kea-fra
metrics:
- name: BLEU
type: bleu
value: 26.6
- name: chr-F
type: chrf
value: 0.54027
- task:
name: Translation kea-por
type: translation
args: kea-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: kea-por
metrics:
- name: BLEU
type: bleu
value: 28.9
- name: chr-F
type: chrf
value: 0.57696
- task:
name: Translation kea-spa
type: translation
args: kea-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: kea-spa
metrics:
- name: BLEU
type: bleu
value: 18
- name: chr-F
type: chrf
value: 0.46974
- task:
name: Translation lij-deu
type: translation
args: lij-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: lij-deu
metrics:
- name: BLEU
type: bleu
value: 22.7
- name: chr-F
type: chrf
value: 0.51695
- task:
name: Translation lij-eng
type: translation
args: lij-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: lij-eng
metrics:
- name: BLEU
type: bleu
value: 36.2
- name: chr-F
type: chrf
value: 0.62347
- task:
name: Translation lij-fra
type: translation
args: lij-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: lij-fra
metrics:
- name: BLEU
type: bleu
value: 31.4
- name: chr-F
type: chrf
value: 0.57498
- task:
name: Translation lij-por
type: translation
args: lij-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: lij-por
metrics:
- name: BLEU
type: bleu
value: 29.4
- name: chr-F
type: chrf
value: 0.56183
- task:
name: Translation lij-spa
type: translation
args: lij-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: lij-spa
metrics:
- name: BLEU
type: bleu
value: 20
- name: chr-F
type: chrf
value: 0.48038
- task:
name: Translation lmo-deu
type: translation
args: lmo-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: lmo-deu
metrics:
- name: BLEU
type: bleu
value: 15.4
- name: chr-F
type: chrf
value: 0.45516
- task:
name: Translation lmo-eng
type: translation
args: lmo-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: lmo-eng
metrics:
- name: BLEU
type: bleu
value: 25.5
- name: chr-F
type: chrf
value: 0.5354
- task:
name: Translation lmo-fra
type: translation
args: lmo-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: lmo-fra
metrics:
- name: BLEU
type: bleu
value: 22.2
- name: chr-F
type: chrf
value: 0.50076
- task:
name: Translation lmo-por
type: translation
args: lmo-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: lmo-por
metrics:
- name: BLEU
type: bleu
value: 22.9
- name: chr-F
type: chrf
value: 0.50134
- task:
name: Translation lmo-spa
type: translation
args: lmo-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: lmo-spa
metrics:
- name: BLEU
type: bleu
value: 16.2
- name: chr-F
type: chrf
value: 0.44053
- task:
name: Translation oci-deu
type: translation
args: oci-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: oci-deu
metrics:
- name: BLEU
type: bleu
value: 28.7
- name: chr-F
type: chrf
value: 0.57822
- task:
name: Translation oci-eng
type: translation
args: oci-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: oci-eng
metrics:
- name: BLEU
type: bleu
value: 50.7
- name: chr-F
type: chrf
value: 0.7303
- task:
name: Translation oci-fra
type: translation
args: oci-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: oci-fra
metrics:
- name: BLEU
type: bleu
value: 39.7
- name: chr-F
type: chrf
value: 0.649
- task:
name: Translation oci-por
type: translation
args: oci-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: oci-por
metrics:
- name: BLEU
type: bleu
value: 36.9
- name: chr-F
type: chrf
value: 0.63318
- task:
name: Translation oci-spa
type: translation
args: oci-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: oci-spa
metrics:
- name: BLEU
type: bleu
value: 22.9
- name: chr-F
type: chrf
value: 0.52269
- task:
name: Translation pap-deu
type: translation
args: pap-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: pap-deu
metrics:
- name: BLEU
type: bleu
value: 23.2
- name: chr-F
type: chrf
value: 0.53166
- task:
name: Translation pap-eng
type: translation
args: pap-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: pap-eng
metrics:
- name: BLEU
type: bleu
value: 44.6
- name: chr-F
type: chrf
value: 0.68541
- task:
name: Translation pap-fra
type: translation
args: pap-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: pap-fra
metrics:
- name: BLEU
type: bleu
value: 30.5
- name: chr-F
type: chrf
value: 0.57224
- task:
name: Translation pap-por
type: translation
args: pap-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: pap-por
metrics:
- name: BLEU
type: bleu
value: 33.2
- name: chr-F
type: chrf
value: 0.59064
- task:
name: Translation pap-spa
type: translation
args: pap-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: pap-spa
metrics:
- name: BLEU
type: bleu
value: 21.7
- name: chr-F
type: chrf
value: 0.49601
- task:
name: Translation por-deu
type: translation
args: por-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-deu
metrics:
- name: BLEU
type: bleu
value: 30.3
- name: chr-F
type: chrf
value: 0.59047
- task:
name: Translation por-eng
type: translation
args: por-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: por-eng
metrics:
- name: BLEU
type: bleu
value: 48
- name: chr-F
type: chrf
value: 0.71096
- 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: 40.1
- name: chr-F
type: chrf
value: 0.64555
- 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: 25.1
- name: chr-F
type: chrf
value: 0.534
- task:
name: Translation ron-deu
type: translation
args: ron-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: ron-deu
metrics:
- name: BLEU
type: bleu
value: 28.7
- name: chr-F
type: chrf
value: 0.58428
- task:
name: Translation ron-eng
type: translation
args: ron-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: ron-eng
metrics:
- name: BLEU
type: bleu
value: 41.8
- name: chr-F
type: chrf
value: 0.67719
- task:
name: Translation ron-fra
type: translation
args: ron-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: ron-fra
metrics:
- name: BLEU
type: bleu
value: 37.6
- name: chr-F
type: chrf
value: 0.63678
- task:
name: Translation ron-por
type: translation
args: ron-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: ron-por
metrics:
- name: BLEU
type: bleu
value: 36.1
- name: chr-F
type: chrf
value: 0.62371
- task:
name: Translation ron-spa
type: translation
args: ron-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: ron-spa
metrics:
- name: BLEU
type: bleu
value: 24.5
- name: chr-F
type: chrf
value: 0.5315
- task:
name: Translation scn-deu
type: translation
args: scn-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: scn-deu
metrics:
- name: BLEU
type: bleu
value: 19.2
- name: chr-F
type: chrf
value: 0.48102
- task:
name: Translation scn-eng
type: translation
args: scn-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: scn-eng
metrics:
- name: BLEU
type: bleu
value: 29.6
- name: chr-F
type: chrf
value: 0.55782
- task:
name: Translation scn-fra
type: translation
args: scn-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: scn-fra
metrics:
- name: BLEU
type: bleu
value: 26.1
- name: chr-F
type: chrf
value: 0.52773
- task:
name: Translation scn-por
type: translation
args: scn-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: scn-por
metrics:
- name: BLEU
type: bleu
value: 25.2
- name: chr-F
type: chrf
value: 0.51894
- task:
name: Translation scn-spa
type: translation
args: scn-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: scn-spa
metrics:
- name: BLEU
type: bleu
value: 17.9
- name: chr-F
type: chrf
value: 0.45724
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 21.5
- name: chr-F
type: chrf
value: 0.53451
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 28.5
- name: chr-F
type: chrf
value: 0.58896
- 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: 27.6
- name: chr-F
type: chrf
value: 0.57406
- 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: 25.2
- name: chr-F
type: chrf
value: 0.55749
- task:
name: Translation srd-deu
type: translation
args: srd-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: srd-deu
metrics:
- name: BLEU
type: bleu
value: 19.9
- name: chr-F
type: chrf
value: 0.49238
- task:
name: Translation srd-eng
type: translation
args: srd-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: srd-eng
metrics:
- name: BLEU
type: bleu
value: 34.2
- name: chr-F
type: chrf
value: 0.59392
- task:
name: Translation srd-fra
type: translation
args: srd-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: srd-fra
metrics:
- name: BLEU
type: bleu
value: 27.6
- name: chr-F
type: chrf
value: 0.54003
- task:
name: Translation srd-por
type: translation
args: srd-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: srd-por
metrics:
- name: BLEU
type: bleu
value: 27.9
- name: chr-F
type: chrf
value: 0.53842
- task:
name: Translation srd-spa
type: translation
args: srd-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: srd-spa
metrics:
- name: BLEU
type: bleu
value: 18.2
- name: chr-F
type: chrf
value: 0.46002
- task:
name: Translation vec-deu
type: translation
args: vec-deu
dataset:
name: flores200-devtest
type: flores200-devtest
args: vec-deu
metrics:
- name: BLEU
type: bleu
value: 19.3
- name: chr-F
type: chrf
value: 0.48795
- task:
name: Translation vec-eng
type: translation
args: vec-eng
dataset:
name: flores200-devtest
type: flores200-devtest
args: vec-eng
metrics:
- name: BLEU
type: bleu
value: 30.7
- name: chr-F
type: chrf
value: 0.5684
- task:
name: Translation vec-fra
type: translation
args: vec-fra
dataset:
name: flores200-devtest
type: flores200-devtest
args: vec-fra
metrics:
- name: BLEU
type: bleu
value: 27.3
- name: chr-F
type: chrf
value: 0.54164
- task:
name: Translation vec-por
type: translation
args: vec-por
dataset:
name: flores200-devtest
type: flores200-devtest
args: vec-por
metrics:
- name: BLEU
type: bleu
value: 26.2
- name: chr-F
type: chrf
value: 0.53482
- task:
name: Translation vec-spa
type: translation
args: vec-spa
dataset:
name: flores200-devtest
type: flores200-devtest
args: vec-spa
metrics:
- name: BLEU
type: bleu
value: 18.4
- name: chr-F
type: chrf
value: 0.46588
- task:
name: Translation ast-deu
type: translation
args: ast-deu
dataset:
name: flores101-devtest
type: flores_101
args: ast deu devtest
metrics:
- name: BLEU
type: bleu
value: 24.2
- name: chr-F
type: chrf
value: 0.53243
- task:
name: Translation ast-eng
type: translation
args: ast-eng
dataset:
name: flores101-devtest
type: flores_101
args: ast eng devtest
metrics:
- name: BLEU
type: bleu
value: 36
- name: chr-F
type: chrf
value: 0.61235
- task:
name: Translation ast-fra
type: translation
args: ast-fra
dataset:
name: flores101-devtest
type: flores_101
args: ast fra devtest
metrics:
- name: BLEU
type: bleu
value: 31.2
- name: chr-F
type: chrf
value: 0.56687
- task:
name: Translation ast-por
type: translation
args: ast-por
dataset:
name: flores101-devtest
type: flores_101
args: ast por devtest
metrics:
- name: BLEU
type: bleu
value: 30.6
- name: chr-F
type: chrf
value: 0.57033
- task:
name: Translation ast-spa
type: translation
args: ast-spa
dataset:
name: flores101-devtest
type: flores_101
args: ast spa devtest
metrics:
- name: BLEU
type: bleu
value: 21.2
- name: chr-F
type: chrf
value: 0.49637
- task:
name: Translation cat-fra
type: translation
args: cat-fra
dataset:
name: flores101-devtest
type: flores_101
args: cat fra devtest
metrics:
- name: BLEU
type: bleu
value: 38.4
- name: chr-F
type: chrf
value: 0.63271
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: flores101-devtest
type: flores_101
args: fra deu devtest
metrics:
- name: BLEU
type: bleu
value: 28.9
- name: chr-F
type: chrf
value: 0.58433
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: flores101-devtest
type: flores_101
args: fra eng devtest
metrics:
- name: BLEU
type: bleu
value: 43.3
- name: chr-F
type: chrf
value: 0.67826
- task:
name: Translation glg-deu
type: translation
args: glg-deu
dataset:
name: flores101-devtest
type: flores_101
args: glg deu devtest
metrics:
- name: BLEU
type: bleu
value: 27.1
- name: chr-F
type: chrf
value: 0.56897
- task:
name: Translation glg-spa
type: translation
args: glg-spa
dataset:
name: flores101-devtest
type: flores_101
args: glg spa devtest
metrics:
- name: BLEU
type: bleu
value: 24.2
- name: chr-F
type: chrf
value: 0.53183
- task:
name: Translation ita-por
type: translation
args: ita-por
dataset:
name: flores101-devtest
type: flores_101
args: ita por devtest
metrics:
- name: BLEU
type: bleu
value: 28.4
- name: chr-F
type: chrf
value: 0.57961
- task:
name: Translation kea-deu
type: translation
args: kea-deu
dataset:
name: flores101-devtest
type: flores_101
args: kea deu devtest
metrics:
- name: BLEU
type: bleu
value: 18.3
- name: chr-F
type: chrf
value: 0.48105
- task:
name: Translation kea-eng
type: translation
args: kea-eng
dataset:
name: flores101-devtest
type: flores_101
args: kea eng devtest
metrics:
- name: BLEU
type: bleu
value: 35
- name: chr-F
type: chrf
value: 0.60362
- task:
name: Translation kea-por
type: translation
args: kea-por
dataset:
name: flores101-devtest
type: flores_101
args: kea por devtest
metrics:
- name: BLEU
type: bleu
value: 29
- name: chr-F
type: chrf
value: 0.57808
- task:
name: Translation kea-spa
type: translation
args: kea-spa
dataset:
name: flores101-devtest
type: flores_101
args: kea spa devtest
metrics:
- name: BLEU
type: bleu
value: 17.6
- name: chr-F
type: chrf
value: 0.46648
- task:
name: Translation oci-deu
type: translation
args: oci-deu
dataset:
name: flores101-devtest
type: flores_101
args: oci deu devtest
metrics:
- name: BLEU
type: bleu
value: 28
- name: chr-F
type: chrf
value: 0.57391
- task:
name: Translation oci-eng
type: translation
args: oci-eng
dataset:
name: flores101-devtest
type: flores_101
args: oci eng devtest
metrics:
- name: BLEU
type: bleu
value: 49.4
- name: chr-F
type: chrf
value: 0.72351
- task:
name: Translation por-eng
type: translation
args: por-eng
dataset:
name: flores101-devtest
type: flores_101
args: por eng devtest
metrics:
- name: BLEU
type: bleu
value: 47.4
- name: chr-F
type: chrf
value: 0.70724
- task:
name: Translation por-fra
type: translation
args: por-fra
dataset:
name: flores101-devtest
type: flores_101
args: por fra devtest
metrics:
- name: BLEU
type: bleu
value: 39.2
- name: chr-F
type: chrf
value: 0.64103
- task:
name: Translation por-spa
type: translation
args: por-spa
dataset:
name: flores101-devtest
type: flores_101
args: por spa devtest
metrics:
- name: BLEU
type: bleu
value: 25
- name: chr-F
type: chrf
value: 0.53268
- task:
name: Translation ron-deu
type: translation
args: ron-deu
dataset:
name: flores101-devtest
type: flores_101
args: ron deu devtest
metrics:
- name: BLEU
type: bleu
value: 28.1
- name: chr-F
type: chrf
value: 0.5798
- task:
name: Translation ron-eng
type: translation
args: ron-eng
dataset:
name: flores101-devtest
type: flores_101
args: ron eng devtest
metrics:
- name: BLEU
type: bleu
value: 41.6
- name: chr-F
type: chrf
value: 0.67583
- task:
name: Translation ron-spa
type: translation
args: ron-spa
dataset:
name: flores101-devtest
type: flores_101
args: ron spa devtest
metrics:
- name: BLEU
type: bleu
value: 24.3
- name: chr-F
type: chrf
value: 0.53082
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: flores101-devtest
type: flores_101
args: spa fra devtest
metrics:
- name: BLEU
type: bleu
value: 27.1
- name: chr-F
type: chrf
value: 0.57039
- 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
- name: chr-F
type: chrf
value: 0.55607
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: generaltest2022
type: generaltest2022
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 42.4
- name: chr-F
type: chrf
value: 0.66476
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: multi30k_test_2016_flickr
type: multi30k-2016_flickr
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 32.6
- name: chr-F
type: chrf
value: 0.61797
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: multi30k_test_2016_flickr
type: multi30k-2016_flickr
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 47.2
- name: chr-F
type: chrf
value: 0.66271
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: multi30k_test_2017_flickr
type: multi30k-2017_flickr
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 29.4
- name: chr-F
type: chrf
value: 0.59701
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: multi30k_test_2017_flickr
type: multi30k-2017_flickr
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 50.3
- name: chr-F
type: chrf
value: 0.69422
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: multi30k_test_2017_mscoco
type: multi30k-2017_mscoco
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 25.7
- name: chr-F
type: chrf
value: 0.55509
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: multi30k_test_2017_mscoco
type: multi30k-2017_mscoco
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 48.7
- name: chr-F
type: chrf
value: 0.67791
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: multi30k_test_2018_flickr
type: multi30k-2018_flickr
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 24
- name: chr-F
type: chrf
value: 0.55237
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: multi30k_test_2018_flickr
type: multi30k-2018_flickr
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 43.8
- name: chr-F
type: chrf
value: 0.64722
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: newsdiscusstest2015
type: newsdiscusstest2015
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 38.4
- name: chr-F
type: chrf
value: 0.61385
- task:
name: Translation cat-deu
type: translation
args: cat-deu
dataset:
name: ntrex128
type: ntrex128
args: cat-deu
metrics:
- name: BLEU
type: bleu
value: 24
- name: chr-F
type: chrf
value: 0.54096
- task:
name: Translation cat-eng
type: translation
args: cat-eng
dataset:
name: ntrex128
type: ntrex128
args: cat-eng
metrics:
- name: BLEU
type: bleu
value: 36.5
- name: chr-F
type: chrf
value: 0.63516
- task:
name: Translation cat-fra
type: translation
args: cat-fra
dataset:
name: ntrex128
type: ntrex128
args: cat-fra
metrics:
- name: BLEU
type: bleu
value: 28.1
- name: chr-F
type: chrf
value: 0.56385
- task:
name: Translation cat-por
type: translation
args: cat-por
dataset:
name: ntrex128
type: ntrex128
args: cat-por
metrics:
- name: BLEU
type: bleu
value: 28.7
- name: chr-F
type: chrf
value: 0.56246
- task:
name: Translation cat-spa
type: translation
args: cat-spa
dataset:
name: ntrex128
type: ntrex128
args: cat-spa
metrics:
- name: BLEU
type: bleu
value: 35.8
- name: chr-F
type: chrf
value: 0.61311
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: ntrex128
type: ntrex128
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 23.4
- name: chr-F
type: chrf
value: 0.53059
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: ntrex128
type: ntrex128
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 34.7
- name: chr-F
type: chrf
value: 0.61285
- task:
name: Translation fra-por
type: translation
args: fra-por
dataset:
name: ntrex128
type: ntrex128
args: fra-por
metrics:
- name: BLEU
type: bleu
value: 25.8
- name: chr-F
type: chrf
value: 0.54075
- task:
name: Translation fra-spa
type: translation
args: fra-spa
dataset:
name: ntrex128
type: ntrex128
args: fra-spa
metrics:
- name: BLEU
type: bleu
value: 30.6
- name: chr-F
type: chrf
value: 0.56863
- task:
name: Translation glg-deu
type: translation
args: glg-deu
dataset:
name: ntrex128
type: ntrex128
args: glg-deu
metrics:
- name: BLEU
type: bleu
value: 23.6
- name: chr-F
type: chrf
value: 0.53724
- task:
name: Translation glg-eng
type: translation
args: glg-eng
dataset:
name: ntrex128
type: ntrex128
args: glg-eng
metrics:
- name: BLEU
type: bleu
value: 38.7
- name: chr-F
type: chrf
value: 0.64481
- task:
name: Translation glg-fra
type: translation
args: glg-fra
dataset:
name: ntrex128
type: ntrex128
args: glg-fra
metrics:
- name: BLEU
type: bleu
value: 27.8
- name: chr-F
type: chrf
value: 0.55856
- task:
name: Translation glg-por
type: translation
args: glg-por
dataset:
name: ntrex128
type: ntrex128
args: glg-por
metrics:
- name: BLEU
type: bleu
value: 28.7
- name: chr-F
type: chrf
value: 0.56322
- task:
name: Translation glg-spa
type: translation
args: glg-spa
dataset:
name: ntrex128
type: ntrex128
args: glg-spa
metrics:
- name: BLEU
type: bleu
value: 36.8
- name: chr-F
type: chrf
value: 0.61794
- task:
name: Translation ita-deu
type: translation
args: ita-deu
dataset:
name: ntrex128
type: ntrex128
args: ita-deu
metrics:
- name: BLEU
type: bleu
value: 25
- name: chr-F
type: chrf
value: 0.54678
- task:
name: Translation ita-eng
type: translation
args: ita-eng
dataset:
name: ntrex128
type: ntrex128
args: ita-eng
metrics:
- name: BLEU
type: bleu
value: 39.2
- name: chr-F
type: chrf
value: 0.64636
- task:
name: Translation ita-fra
type: translation
args: ita-fra
dataset:
name: ntrex128
type: ntrex128
args: ita-fra
metrics:
- name: BLEU
type: bleu
value: 30
- name: chr-F
type: chrf
value: 0.57428
- task:
name: Translation ita-por
type: translation
args: ita-por
dataset:
name: ntrex128
type: ntrex128
args: ita-por
metrics:
- name: BLEU
type: bleu
value: 29.7
- name: chr-F
type: chrf
value: 0.56858
- task:
name: Translation ita-spa
type: translation
args: ita-spa
dataset:
name: ntrex128
type: ntrex128
args: ita-spa
metrics:
- name: BLEU
type: bleu
value: 33
- name: chr-F
type: chrf
value: 0.58886
- task:
name: Translation por-deu
type: translation
args: por-deu
dataset:
name: ntrex128
type: ntrex128
args: por-deu
metrics:
- name: BLEU
type: bleu
value: 24.6
- name: chr-F
type: chrf
value: 0.54833
- task:
name: Translation por-eng
type: translation
args: por-eng
dataset:
name: ntrex128
type: ntrex128
args: por-eng
metrics:
- name: BLEU
type: bleu
value: 39.7
- name: chr-F
type: chrf
value: 0.65223
- 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: 0.56793
- task:
name: Translation por-spa
type: translation
args: por-spa
dataset:
name: ntrex128
type: ntrex128
args: por-spa
metrics:
- name: BLEU
type: bleu
value: 33.8
- name: chr-F
type: chrf
value: 0.59218
- task:
name: Translation ron-deu
type: translation
args: ron-deu
dataset:
name: ntrex128
type: ntrex128
args: ron-deu
metrics:
- name: BLEU
type: bleu
value: 22.4
- name: chr-F
type: chrf
value: 0.53249
- task:
name: Translation ron-eng
type: translation
args: ron-eng
dataset:
name: ntrex128
type: ntrex128
args: ron-eng
metrics:
- name: BLEU
type: bleu
value: 33.8
- name: chr-F
type: chrf
value: 0.61807
- task:
name: Translation ron-fra
type: translation
args: ron-fra
dataset:
name: ntrex128
type: ntrex128
args: ron-fra
metrics:
- name: BLEU
type: bleu
value: 26.4
- name: chr-F
type: chrf
value: 0.55575
- task:
name: Translation ron-por
type: translation
args: ron-por
dataset:
name: ntrex128
type: ntrex128
args: ron-por
metrics:
- name: BLEU
type: bleu
value: 27.2
- name: chr-F
type: chrf
value: 0.55086
- task:
name: Translation ron-spa
type: translation
args: ron-spa
dataset:
name: ntrex128
type: ntrex128
args: ron-spa
metrics:
- name: BLEU
type: bleu
value: 31.9
- name: chr-F
type: chrf
value: 0.57787
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: ntrex128
type: ntrex128
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 23.8
- name: chr-F
type: chrf
value: 0.54309
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: ntrex128
type: ntrex128
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 37.4
- name: chr-F
type: chrf
value: 0.64416
- task:
name: Translation spa-fra
type: translation
args: spa-fra
dataset:
name: ntrex128
type: ntrex128
args: spa-fra
metrics:
- name: BLEU
type: bleu
value: 29.4
- name: chr-F
type: chrf
value: 0.5732
- 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
- name: chr-F
type: chrf
value: 0.56751
- task:
name: Translation cat-deu
type: translation
args: cat-deu
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: cat-deu
metrics:
- name: BLEU
type: bleu
value: 47.9
- name: chr-F
type: chrf
value: 0.66856
- task:
name: Translation cat-eng
type: translation
args: cat-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: cat-eng
metrics:
- name: BLEU
type: bleu
value: 57.9
- name: chr-F
type: chrf
value: 0.72313
- task:
name: Translation cat-fra
type: translation
args: cat-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: cat-fra
metrics:
- name: BLEU
type: bleu
value: 53.8
- name: chr-F
type: chrf
value: 0.71565
- task:
name: Translation cat-por
type: translation
args: cat-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: cat-por
metrics:
- name: BLEU
type: bleu
value: 58.7
- name: chr-F
type: chrf
value: 0.75797
- task:
name: Translation cat-spa
type: translation
args: cat-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: cat-spa
metrics:
- name: BLEU
type: bleu
value: 77.7
- name: chr-F
type: chrf
value: 0.8761
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 50
- name: chr-F
type: chrf
value: 0.68638
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 58
- name: chr-F
type: chrf
value: 0.72664
- 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: 40.6
- name: chr-F
type: chrf
value: 0.62093
- 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
- name: chr-F
type: chrf
value: 0.70764
- 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: 55
- name: chr-F
type: chrf
value: 0.72229
- task:
name: Translation glg-eng
type: translation
args: glg-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: glg-eng
metrics:
- name: BLEU
type: bleu
value: 55.7
- name: chr-F
type: chrf
value: 0.70552
- task:
name: Translation glg-por
type: translation
args: glg-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: glg-por
metrics:
- name: BLEU
type: bleu
value: 62.1
- name: chr-F
type: chrf
value: 0.77067
- task:
name: Translation glg-spa
type: translation
args: glg-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: glg-spa
metrics:
- name: BLEU
type: bleu
value: 72.1
- name: chr-F
type: chrf
value: 0.82795
- task:
name: Translation ita-deu
type: translation
args: ita-deu
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ita-deu
metrics:
- name: BLEU
type: bleu
value: 49.4
- name: chr-F
type: chrf
value: 0.68325
- task:
name: Translation ita-eng
type: translation
args: ita-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ita-eng
metrics:
- name: BLEU
type: bleu
value: 70.5
- name: chr-F
type: chrf
value: 0.81176
- task:
name: Translation ita-fra
type: translation
args: ita-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ita-fra
metrics:
- name: BLEU
type: bleu
value: 64.4
- name: chr-F
type: chrf
value: 0.78299
- task:
name: Translation ita-por
type: translation
args: ita-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ita-por
metrics:
- name: BLEU
type: bleu
value: 55.6
- name: chr-F
type: chrf
value: 0.74169
- task:
name: Translation ita-spa
type: translation
args: ita-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ita-spa
metrics:
- name: BLEU
type: bleu
value: 63
- name: chr-F
type: chrf
value: 0.77673
- task:
name: Translation lad_Latn-eng
type: translation
args: lad_Latn-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: lad_Latn-eng
metrics:
- name: BLEU
type: bleu
value: 36.7
- name: chr-F
type: chrf
value: 0.54247
- task:
name: Translation lad_Latn-spa
type: translation
args: lad_Latn-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: lad_Latn-spa
metrics:
- name: BLEU
type: bleu
value: 40.4
- name: chr-F
type: chrf
value: 0.5979
- task:
name: Translation lat-deu
type: translation
args: lat-deu
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: lat-deu
metrics:
- name: BLEU
type: bleu
value: 24.8
- name: chr-F
type: chrf
value: 0.42548
- task:
name: Translation lat-eng
type: translation
args: lat-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: lat-eng
metrics:
- name: BLEU
type: bleu
value: 24.3
- name: chr-F
type: chrf
value: 0.42385
- task:
name: Translation lat-spa
type: translation
args: lat-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: lat-spa
metrics:
- name: BLEU
type: bleu
value: 25.2
- name: chr-F
type: chrf
value: 0.45821
- 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: 52.8
- name: chr-F
type: chrf
value: 0.69536
- task:
name: Translation oci-eng
type: translation
args: oci-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: oci-eng
metrics:
- name: BLEU
type: bleu
value: 22.4
- name: chr-F
type: chrf
value: 0.40921
- task:
name: Translation oci-fra
type: translation
args: oci-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: oci-fra
metrics:
- name: BLEU
type: bleu
value: 28.4
- name: chr-F
type: chrf
value: 0.49044
- task:
name: Translation pms-eng
type: translation
args: pms-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: pms-eng
metrics:
- name: BLEU
type: bleu
value: 20.8
- name: chr-F
type: chrf
value: 0.39308
- task:
name: Translation por-deu
type: translation
args: por-deu
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-deu
metrics:
- name: BLEU
type: bleu
value: 48.8
- name: chr-F
type: chrf
value: 0.68379
- task:
name: Translation por-eng
type: translation
args: por-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: por-eng
metrics:
- name: BLEU
type: bleu
value: 64.2
- name: chr-F
type: chrf
value: 0.77089
- 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: 58.7
- name: chr-F
type: chrf
value: 0.75364
- 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: 50.3
- name: chr-F
type: chrf
value: 0.71396
- 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: 65.2
- name: chr-F
type: chrf
value: 0.79684
- task:
name: Translation ron-deu
type: translation
args: ron-deu
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ron-deu
metrics:
- name: BLEU
type: bleu
value: 50.3
- name: chr-F
type: chrf
value: 0.68217
- task:
name: Translation ron-eng
type: translation
args: ron-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ron-eng
metrics:
- name: BLEU
type: bleu
value: 59
- name: chr-F
type: chrf
value: 0.73059
- task:
name: Translation ron-fra
type: translation
args: ron-fra
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ron-fra
metrics:
- name: BLEU
type: bleu
value: 54.1
- name: chr-F
type: chrf
value: 0.70724
- task:
name: Translation ron-por
type: translation
args: ron-por
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ron-por
metrics:
- name: BLEU
type: bleu
value: 53.3
- name: chr-F
type: chrf
value: 0.73085
- task:
name: Translation ron-spa
type: translation
args: ron-spa
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: ron-spa
metrics:
- name: BLEU
type: bleu
value: 57.6
- name: chr-F
type: chrf
value: 0.73813
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 49.3
- name: chr-F
type: chrf
value: 0.68124
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: tatoeba-test-v2021-08-07
type: tatoeba_mt
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 61
- name: chr-F
type: chrf
value: 0.74977
- 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: 56.6
- name: chr-F
type: chrf
value: 0.73392
- 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: 61.1
- name: chr-F
type: chrf
value: 0.7728
- 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: 50.9
- name: chr-F
type: chrf
value: 0.68111
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: tico19-test
type: tico19-test
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 39.7
- name: chr-F
type: chrf
value: 0.62364
- 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: 34.2
- name: chr-F
type: chrf
value: 0.58563
- 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: 36.5
- name: chr-F
type: chrf
value: 0.59556
- task:
name: Translation por-eng
type: translation
args: por-eng
dataset:
name: tico19-test
type: tico19-test
args: por-eng
metrics:
- name: BLEU
type: bleu
value: 51.8
- name: chr-F
type: chrf
value: 0.7442
- 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: 34.5
- name: chr-F
type: chrf
value: 0.60081
- 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: 44.8
- name: chr-F
type: chrf
value: 0.68156
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: tico19-test
type: tico19-test
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 50.3
- name: chr-F
type: chrf
value: 0.73454
- 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: 34.9
- name: chr-F
type: chrf
value: 0.60441
- 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: 42.7
- name: chr-F
type: chrf
value: 0.67749
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2008
type: wmt-2008-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 22.9
- name: chr-F
type: chrf
value: 0.5318
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: newstest2008
type: wmt-2008-news
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 26.5
- name: chr-F
type: chrf
value: 0.54379
- 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: 33.1
- name: chr-F
type: chrf
value: 0.58804
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: newstest2008
type: wmt-2008-news
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 21.6
- name: chr-F
type: chrf
value: 0.52221
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: newstest2008
type: wmt-2008-news
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 27.9
- name: chr-F
type: chrf
value: 0.55331
- 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
- name: chr-F
type: chrf
value: 0.58769
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2009
type: wmt-2009-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 22.5
- name: chr-F
type: chrf
value: 0.52771
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: newstest2009
type: wmt-2009-news
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 30.2
- name: chr-F
type: chrf
value: 0.56679
- 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 ita-deu
type: translation
args: ita-deu
dataset:
name: newstest2009
type: wmt-2009-news
args: ita-deu
metrics:
- name: BLEU
type: bleu
value: 22.8
- name: chr-F
type: chrf
value: 0.53022
- task:
name: Translation ita-eng
type: translation
args: ita-eng
dataset:
name: newstest2009
type: wmt-2009-news
args: ita-eng
metrics:
- name: BLEU
type: bleu
value: 33.8
- name: chr-F
type: chrf
value: 0.59309
- task:
name: Translation ita-fra
type: translation
args: ita-fra
dataset:
name: newstest2009
type: wmt-2009-news
args: ita-fra
metrics:
- name: BLEU
type: bleu
value: 32
- name: chr-F
type: chrf
value: 0.59309
- task:
name: Translation ita-spa
type: translation
args: ita-spa
dataset:
name: newstest2009
type: wmt-2009-news
args: ita-spa
metrics:
- name: BLEU
type: bleu
value: 33.5
- name: chr-F
type: chrf
value: 0.5976
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: newstest2009
type: wmt-2009-news
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 22.3
- name: chr-F
type: chrf
value: 0.52822
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: newstest2009
type: wmt-2009-news
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 30.4
- name: chr-F
type: chrf
value: 0.56989
- 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: 32.2
- name: chr-F
type: chrf
value: 0.5915
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2010
type: wmt-2010-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 24
- name: chr-F
type: chrf
value: 0.53765
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: newstest2010
type: wmt-2010-news
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 32.6
- name: chr-F
type: chrf
value: 0.59251
- 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: 37.6
- name: chr-F
type: chrf
value: 0.6248
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: newstest2010
type: wmt-2010-news
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 26
- name: chr-F
type: chrf
value: 0.55161
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: newstest2010
type: wmt-2010-news
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 36.3
- name: chr-F
type: chrf
value: 0.61562
- 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: 35.7
- name: chr-F
type: chrf
value: 0.62021
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2011
type: wmt-2011-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 23.1
- name: chr-F
type: chrf
value: 0.53025
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: newstest2011
type: wmt-2011-news
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 32.9
- name: chr-F
type: chrf
value: 0.59636
- 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: 39.9
- name: chr-F
type: chrf
value: 0.63203
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: newstest2011
type: wmt-2011-news
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 23.3
- name: chr-F
type: chrf
value: 0.52934
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: newstest2011
type: wmt-2011-news
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 33.8
- name: chr-F
type: chrf
value: 0.59606
- 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: 34.9
- name: chr-F
type: chrf
value: 0.61079
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2012
type: wmt-2012-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 24
- name: chr-F
type: chrf
value: 0.52957
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: newstest2012
type: wmt-2012-news
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 33.6
- name: chr-F
type: chrf
value: 0.59352
- 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: 39.2
- name: chr-F
type: chrf
value: 0.62641
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: newstest2012
type: wmt-2012-news
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 24.6
- name: chr-F
type: chrf
value: 0.53519
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: newstest2012
type: wmt-2012-news
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 37.4
- name: chr-F
type: chrf
value: 0.62284
- 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: 33.8
- name: chr-F
type: chrf
value: 0.61076
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2013
type: wmt-2013-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 25.4
- name: chr-F
type: chrf
value: 0.54167
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: newstest2013
type: wmt-2013-news
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 34
- name: chr-F
type: chrf
value: 0.59236
- 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: 34.9
- name: chr-F
type: chrf
value: 0.59347
- task:
name: Translation spa-deu
type: translation
args: spa-deu
dataset:
name: newstest2013
type: wmt-2013-news
args: spa-deu
metrics:
- name: BLEU
type: bleu
value: 26.3
- name: chr-F
type: chrf
value: 0.5513
- task:
name: Translation spa-eng
type: translation
args: spa-eng
dataset:
name: newstest2013
type: wmt-2013-news
args: spa-eng
metrics:
- name: BLEU
type: bleu
value: 34.6
- name: chr-F
type: chrf
value: 0.60681
- 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: 33.2
- name: chr-F
type: chrf
value: 0.59816
- task:
name: Translation fra-eng
type: translation
args: fra-eng
dataset:
name: newstest2014
type: wmt-2014-news
args: fra-eng
metrics:
- name: BLEU
type: bleu
value: 37.9
- name: chr-F
type: chrf
value: 0.63499
- task:
name: Translation ron-eng
type: translation
args: ron-eng
dataset:
name: newstest2016
type: wmt-2016-news
args: ron-eng
metrics:
- name: BLEU
type: bleu
value: 39.5
- name: chr-F
type: chrf
value: 0.63996
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2019
type: wmt-2019-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 28.6
- name: chr-F
type: chrf
value: 0.60468
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2020
type: wmt-2020-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 28.8
- name: chr-F
type: chrf
value: 0.61401
- task:
name: Translation fra-deu
type: translation
args: fra-deu
dataset:
name: newstest2021
type: wmt-2021-news
args: fra-deu
metrics:
- name: BLEU
type: bleu
value: 39.5
- name: chr-F
type: chrf
value: 0.6595
opus-mt-tc-bible-big-itc-deu_eng_fra_por_spa
Table of Contents
- Model Details
- Uses
- Risks, Limitations and Biases
- How to Get Started With the Model
- Training
- Evaluation
- Citation Information
- Acknowledgements
Model Details
Neural machine translation model for translating from Italic languages (itc) to unknown (deu+eng+fra+por+spa).
This model is part of the OPUS-MT project, 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, 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 and training pipelines use the procedures of 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): 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
- Target Language(s): deu eng fra por spa
- Valid Target Language Labels: >>deu<< >>eng<< >>fra<< >>por<< >>spa<< >>xxx<<
- Original Model: opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip
- Resources for more information:
This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of >>id<< (id = valid target language ID), e.g. >>deu<<
Uses
This model can be used for translation and text-to-text generation.
Risks, Limitations and Biases
CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.
Significant research has explored bias and fairness issues with language models (see, e.g., Sheng et al. (2021) and Bender et al. (2021)).
How to Get Started With the Model
A short example code:
from transformers import MarianMTModel, MarianTokenizer
src_text = [
">>deu<< Replace this with text in an accepted source language.",
">>spa<< This is the second sentence."
]
model_name = "pytorch-models/opus-mt-tc-bible-big-itc-deu_eng_fra_por_spa"
tokenizer = MarianTokenizer.from_pretrained(model_name)
model = MarianMTModel.from_pretrained(model_name)
translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True))
for t in translated:
print( tokenizer.decode(t, skip_special_tokens=True) )
You can also use OPUS-MT models with the transformers pipelines, for example:
from transformers import pipeline
pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-itc-deu_eng_fra_por_spa")
print(pipe(">>deu<< Replace this with text in an accepted source language."))
Training
- Data: opusTCv20230926max50+bt+jhubc (source)
- Pre-processing: SentencePiece (spm32k,spm32k)
- Model Type: transformer-big
- Original MarianNMT Model: opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip
- Training Scripts: GitHub Repo
Evaluation
- Model scores at the OPUS-MT dashboard
- test set translations: opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt
- test set scores: opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt
- benchmark results: benchmark_results.txt
- benchmark output: benchmark_translations.zip
| langpair | testset | chr-F | BLEU | #sent | #words |
|---|---|---|---|---|---|
| cat-deu | tatoeba-test-v2021-08-07 | 0.66856 | 47.9 | 723 | 5676 |
| cat-eng | tatoeba-test-v2021-08-07 | 0.72313 | 57.9 | 1631 | 12627 |
| cat-fra | tatoeba-test-v2021-08-07 | 0.71565 | 53.8 | 700 | 5664 |
| cat-por | tatoeba-test-v2021-08-07 | 0.75797 | 58.7 | 747 | 6119 |
| cat-spa | tatoeba-test-v2021-08-07 | 0.87610 | 77.7 | 1534 | 12094 |
| fra-deu | tatoeba-test-v2021-08-07 | 0.68638 | 50.0 | 12418 | 100545 |
| fra-eng | tatoeba-test-v2021-08-07 | 0.72664 | 58.0 | 12681 | 101754 |
| fra-fra | tatoeba-test-v2021-08-07 | 0.62093 | 40.6 | 1000 | 7757 |
| fra-por | tatoeba-test-v2021-08-07 | 0.70764 | 52.0 | 10518 | 77650 |
| fra-spa | tatoeba-test-v2021-08-07 | 0.72229 | 55.0 | 10294 | 78406 |
| glg-eng | tatoeba-test-v2021-08-07 | 0.70552 | 55.7 | 1015 | 8421 |
| glg-por | tatoeba-test-v2021-08-07 | 0.77067 | 62.1 | 433 | 3105 |
| glg-spa | tatoeba-test-v2021-08-07 | 0.82795 | 72.1 | 2121 | 17443 |
| ita-deu | tatoeba-test-v2021-08-07 | 0.68325 | 49.4 | 10094 | 79762 |
| ita-eng | tatoeba-test-v2021-08-07 | 0.81176 | 70.5 | 17320 | 119214 |
| ita-fra | tatoeba-test-v2021-08-07 | 0.78299 | 64.4 | 10091 | 66377 |
| ita-por | tatoeba-test-v2021-08-07 | 0.74169 | 55.6 | 3066 | 25668 |
| ita-spa | tatoeba-test-v2021-08-07 | 0.77673 | 63.0 | 5000 | 34937 |
| lad_Latn-eng | tatoeba-test-v2021-08-07 | 0.54247 | 36.7 | 672 | 3665 |
| lad_Latn-spa | tatoeba-test-v2021-08-07 | 0.59790 | 40.4 | 239 | 1239 |
| lat-deu | tatoeba-test-v2021-08-07 | 0.42548 | 24.8 | 2016 | 13326 |
| lat-eng | tatoeba-test-v2021-08-07 | 0.42385 | 24.3 | 10298 | 100152 |
| lat-spa | tatoeba-test-v2021-08-07 | 0.45821 | 25.2 | 3129 | 34036 |
| oci-eng | tatoeba-test-v2021-08-07 | 0.40921 | 22.4 | 841 | 5299 |
| oci-fra | tatoeba-test-v2021-08-07 | 0.49044 | 28.4 | 806 | 6302 |
| pcd-fra | tatoeba-test-v2021-08-07 | 0.41500 | 15.0 | 266 | 1677 |
| pms-eng | tatoeba-test-v2021-08-07 | 0.39308 | 20.8 | 269 | 2059 |
| por-deu | tatoeba-test-v2021-08-07 | 0.68379 | 48.8 | 10000 | 81246 |
| por-eng | tatoeba-test-v2021-08-07 | 0.77089 | 64.2 | 13222 | 105351 |
| por-fra | tatoeba-test-v2021-08-07 | 0.75364 | 58.7 | 10518 | 80459 |
| por-por | tatoeba-test-v2021-08-07 | 0.71396 | 50.3 | 2500 | 19220 |
| por-spa | tatoeba-test-v2021-08-07 | 0.79684 | 65.2 | 10947 | 87335 |
| ron-deu | tatoeba-test-v2021-08-07 | 0.68217 | 50.3 | 1141 | 7893 |
| ron-eng | tatoeba-test-v2021-08-07 | 0.73059 | 59.0 | 5508 | 40717 |
| ron-fra | tatoeba-test-v2021-08-07 | 0.70724 | 54.1 | 1925 | 13347 |
| ron-por | tatoeba-test-v2021-08-07 | 0.73085 | 53.3 | 681 | 4593 |
| ron-spa | tatoeba-test-v2021-08-07 | 0.73813 | 57.6 | 1959 | 12679 |
| spa-deu | tatoeba-test-v2021-08-07 | 0.68124 | 49.3 | 10521 | 86430 |
| spa-eng | tatoeba-test-v2021-08-07 | 0.74977 | 61.0 | 16583 | 138123 |
| spa-fra | tatoeba-test-v2021-08-07 | 0.73392 | 56.6 | 10294 | 83501 |
| spa-por | tatoeba-test-v2021-08-07 | 0.77280 | 61.1 | 10947 | 87610 |
| spa-spa | tatoeba-test-v2021-08-07 | 0.68111 | 50.9 | 2500 | 21469 |
| ast-deu | flores101-devtest | 0.53243 | 24.2 | 1012 | 25094 |
| ast-eng | flores101-devtest | 0.61235 | 36.0 | 1012 | 24721 |
| ast-fra | flores101-devtest | 0.56687 | 31.2 | 1012 | 28343 |
| ast-por | flores101-devtest | 0.57033 | 30.6 | 1012 | 26519 |
| ast-spa | flores101-devtest | 0.49637 | 21.2 | 1012 | 29199 |
| cat-fra | flores101-devtest | 0.63271 | 38.4 | 1012 | 28343 |
| fra-deu | flores101-devtest | 0.58433 | 28.9 | 1012 | 25094 |
| fra-eng | flores101-devtest | 0.67826 | 43.3 | 1012 | 24721 |
| glg-deu | flores101-devtest | 0.56897 | 27.1 | 1012 | 25094 |
| glg-spa | flores101-devtest | 0.53183 | 24.2 | 1012 | 29199 |
| ita-por | flores101-devtest | 0.57961 | 28.4 | 1012 | 26519 |
| kea-deu | flores101-devtest | 0.48105 | 18.3 | 1012 | 25094 |
| kea-eng | flores101-devtest | 0.60362 | 35.0 | 1012 | 24721 |
| kea-por | flores101-devtest | 0.57808 | 29.0 | 1012 | 26519 |
| kea-spa | flores101-devtest | 0.46648 | 17.6 | 1012 | 29199 |
| oci-deu | flores101-devtest | 0.57391 | 28.0 | 1012 | 25094 |
| oci-eng | flores101-devtest | 0.72351 | 49.4 | 1012 | 24721 |
| por-eng | flores101-devtest | 0.70724 | 47.4 | 1012 | 24721 |
| por-fra | flores101-devtest | 0.64103 | 39.2 | 1012 | 28343 |
| por-spa | flores101-devtest | 0.53268 | 25.0 | 1012 | 29199 |
| ron-deu | flores101-devtest | 0.57980 | 28.1 | 1012 | 25094 |
| ron-eng | flores101-devtest | 0.67583 | 41.6 | 1012 | 24721 |
| ron-spa | flores101-devtest | 0.53082 | 24.3 | 1012 | 29199 |
| spa-fra | flores101-devtest | 0.57039 | 27.1 | 1012 | 28343 |
| spa-por | flores101-devtest | 0.55607 | 25.0 | 1012 | 26519 |
| ast-deu | flores200-devtest | 0.53776 | 24.8 | 1012 | 25094 |
| ast-eng | flores200-devtest | 0.61482 | 36.8 | 1012 | 24721 |
| ast-fra | flores200-devtest | 0.56504 | 31.3 | 1012 | 28343 |
| ast-por | flores200-devtest | 0.57158 | 31.1 | 1012 | 26519 |
| ast-spa | flores200-devtest | 0.49579 | 21.2 | 1012 | 29199 |
| cat-deu | flores200-devtest | 0.58203 | 29.2 | 1012 | 25094 |
| cat-eng | flores200-devtest | 0.69165 | 44.6 | 1012 | 24721 |
| cat-fra | flores200-devtest | 0.63612 | 38.9 | 1012 | 28343 |
| cat-por | flores200-devtest | 0.62911 | 37.7 | 1012 | 26519 |
| cat-spa | flores200-devtest | 0.53320 | 24.6 | 1012 | 29199 |
| fra-deu | flores200-devtest | 0.58592 | 29.1 | 1012 | 25094 |
| fra-eng | flores200-devtest | 0.68067 | 43.8 | 1012 | 24721 |
| fra-por | flores200-devtest | 0.62388 | 37.0 | 1012 | 26519 |
| fra-spa | flores200-devtest | 0.52983 | 24.4 | 1012 | 29199 |
| fur-deu | flores200-devtest | 0.51969 | 21.8 | 1012 | 25094 |
| fur-eng | flores200-devtest | 0.60793 | 34.3 | 1012 | 24721 |
| fur-fra | flores200-devtest | 0.56989 | 30.0 | 1012 | 28343 |
| fur-por | flores200-devtest | 0.56207 | 29.3 | 1012 | 26519 |
| fur-spa | flores200-devtest | 0.48436 | 20.0 | 1012 | 29199 |
| glg-deu | flores200-devtest | 0.57369 | 27.7 | 1012 | 25094 |
| glg-eng | flores200-devtest | 0.66358 | 40.0 | 1012 | 24721 |
| glg-fra | flores200-devtest | 0.62487 | 36.5 | 1012 | 28343 |
| glg-por | flores200-devtest | 0.60267 | 32.7 | 1012 | 26519 |
| glg-spa | flores200-devtest | 0.53227 | 24.3 | 1012 | 29199 |
| hat-deu | flores200-devtest | 0.49916 | 19.1 | 1012 | 25094 |
| hat-eng | flores200-devtest | 0.59656 | 32.5 | 1012 | 24721 |
| hat-fra | flores200-devtest | 0.61574 | 35.4 | 1012 | 28343 |
| hat-por | flores200-devtest | 0.55195 | 27.7 | 1012 | 26519 |
| hat-spa | flores200-devtest | 0.47382 | 18.4 | 1012 | 29199 |
| ita-deu | flores200-devtest | 0.55779 | 24.1 | 1012 | 25094 |
| ita-eng | flores200-devtest | 0.61563 | 32.2 | 1012 | 24721 |
| ita-fra | flores200-devtest | 0.60210 | 31.2 | 1012 | 28343 |
| ita-por | flores200-devtest | 0.58279 | 28.8 | 1012 | 26519 |
| ita-spa | flores200-devtest | 0.52348 | 23.2 | 1012 | 29199 |
| kea-deu | flores200-devtest | 0.49089 | 19.3 | 1012 | 25094 |
| kea-eng | flores200-devtest | 0.60553 | 35.5 | 1012 | 24721 |
| kea-fra | flores200-devtest | 0.54027 | 26.6 | 1012 | 28343 |
| kea-por | flores200-devtest | 0.57696 | 28.9 | 1012 | 26519 |
| kea-spa | flores200-devtest | 0.46974 | 18.0 | 1012 | 29199 |
| lij-deu | flores200-devtest | 0.51695 | 22.7 | 1012 | 25094 |
| lij-eng | flores200-devtest | 0.62347 | 36.2 | 1012 | 24721 |
| lij-fra | flores200-devtest | 0.57498 | 31.4 | 1012 | 28343 |
| lij-por | flores200-devtest | 0.56183 | 29.4 | 1012 | 26519 |
| lij-spa | flores200-devtest | 0.48038 | 20.0 | 1012 | 29199 |
| lmo-deu | flores200-devtest | 0.45516 | 15.4 | 1012 | 25094 |
| lmo-eng | flores200-devtest | 0.53540 | 25.5 | 1012 | 24721 |
| lmo-fra | flores200-devtest | 0.50076 | 22.2 | 1012 | 28343 |
| lmo-por | flores200-devtest | 0.50134 | 22.9 | 1012 | 26519 |
| lmo-spa | flores200-devtest | 0.44053 | 16.2 | 1012 | 29199 |
| oci-deu | flores200-devtest | 0.57822 | 28.7 | 1012 | 25094 |
| oci-eng | flores200-devtest | 0.73030 | 50.7 | 1012 | 24721 |
| oci-fra | flores200-devtest | 0.64900 | 39.7 | 1012 | 28343 |
| oci-por | flores200-devtest | 0.63318 | 36.9 | 1012 | 26519 |
| oci-spa | flores200-devtest | 0.52269 | 22.9 | 1012 | 29199 |
| pap-deu | flores200-devtest | 0.53166 | 23.2 | 1012 | 25094 |
| pap-eng | flores200-devtest | 0.68541 | 44.6 | 1012 | 24721 |
| pap-fra | flores200-devtest | 0.57224 | 30.5 | 1012 | 28343 |
| pap-por | flores200-devtest | 0.59064 | 33.2 | 1012 | 26519 |
| pap-spa | flores200-devtest | 0.49601 | 21.7 | 1012 | 29199 |
| por-deu | flores200-devtest | 0.59047 | 30.3 | 1012 | 25094 |
| por-eng | flores200-devtest | 0.71096 | 48.0 | 1012 | 24721 |
| por-fra | flores200-devtest | 0.64555 | 40.1 | 1012 | 28343 |
| por-spa | flores200-devtest | 0.53400 | 25.1 | 1012 | 29199 |
| ron-deu | flores200-devtest | 0.58428 | 28.7 | 1012 | 25094 |
| ron-eng | flores200-devtest | 0.67719 | 41.8 | 1012 | 24721 |
| ron-fra | flores200-devtest | 0.63678 | 37.6 | 1012 | 28343 |
| ron-por | flores200-devtest | 0.62371 | 36.1 | 1012 | 26519 |
| ron-spa | flores200-devtest | 0.53150 | 24.5 | 1012 | 29199 |
| scn-deu | flores200-devtest | 0.48102 | 19.2 | 1012 | 25094 |
| scn-eng | flores200-devtest | 0.55782 | 29.6 | 1012 | 24721 |
| scn-fra | flores200-devtest | 0.52773 | 26.1 | 1012 | 28343 |
| scn-por | flores200-devtest | 0.51894 | 25.2 | 1012 | 26519 |
| scn-spa | flores200-devtest | 0.45724 | 17.9 | 1012 | 29199 |
| spa-deu | flores200-devtest | 0.53451 | 21.5 | 1012 | 25094 |
| spa-eng | flores200-devtest | 0.58896 | 28.5 | 1012 | 24721 |
| spa-fra | flores200-devtest | 0.57406 | 27.6 | 1012 | 28343 |
| spa-por | flores200-devtest | 0.55749 | 25.2 | 1012 | 26519 |
| srd-deu | flores200-devtest | 0.49238 | 19.9 | 1012 | 25094 |
| srd-eng | flores200-devtest | 0.59392 | 34.2 | 1012 | 24721 |
| srd-fra | flores200-devtest | 0.54003 | 27.6 | 1012 | 28343 |
| srd-por | flores200-devtest | 0.53842 | 27.9 | 1012 | 26519 |
| srd-spa | flores200-devtest | 0.46002 | 18.2 | 1012 | 29199 |
| vec-deu | flores200-devtest | 0.48795 | 19.3 | 1012 | 25094 |
| vec-eng | flores200-devtest | 0.56840 | 30.7 | 1012 | 24721 |
| vec-fra | flores200-devtest | 0.54164 | 27.3 | 1012 | 28343 |
| vec-por | flores200-devtest | 0.53482 | 26.2 | 1012 | 26519 |
| vec-spa | flores200-devtest | 0.46588 | 18.4 | 1012 | 29199 |
| fra-deu | generaltest2022 | 0.66476 | 42.4 | 2006 | 37696 |
| fra-deu | multi30k_test_2016_flickr | 0.61797 | 32.6 | 1000 | 12106 |
| fra-eng | multi30k_test_2016_flickr | 0.66271 | 47.2 | 1000 | 12955 |
| fra-deu | multi30k_test_2017_flickr | 0.59701 | 29.4 | 1000 | 10755 |
| fra-eng | multi30k_test_2017_flickr | 0.69422 | 50.3 | 1000 | 11374 |
| fra-deu | multi30k_test_2017_mscoco | 0.55509 | 25.7 | 461 | 5158 |
| fra-eng | multi30k_test_2017_mscoco | 0.67791 | 48.7 | 461 | 5231 |
| fra-deu | multi30k_test_2018_flickr | 0.55237 | 24.0 | 1071 | 13703 |
| fra-eng | multi30k_test_2018_flickr | 0.64722 | 43.8 | 1071 | 14689 |
| fra-eng | newsdiscusstest2015 | 0.61385 | 38.4 | 1500 | 26982 |
| fra-deu | newssyscomb2009 | 0.53530 | 23.7 | 502 | 11271 |
| fra-eng | newssyscomb2009 | 0.57297 | 31.3 | 502 | 11818 |
| fra-spa | newssyscomb2009 | 0.60233 | 34.1 | 502 | 12503 |
| ita-deu | newssyscomb2009 | 0.53590 | 22.4 | 502 | 11271 |
| ita-eng | newssyscomb2009 | 0.59976 | 34.8 | 502 | 11818 |
| ita-fra | newssyscomb2009 | 0.61232 | 33.5 | 502 | 12331 |
| ita-spa | newssyscomb2009 | 0.60782 | 35.3 | 502 | 12503 |
| spa-deu | newssyscomb2009 | 0.52853 | 21.8 | 502 | 11271 |
| spa-eng | newssyscomb2009 | 0.57347 | 31.0 | 502 | 11818 |
| spa-fra | newssyscomb2009 | 0.61436 | 34.3 | 502 | 12331 |
| fra-deu | newstest2008 | 0.53180 | 22.9 | 2051 | 47447 |
| fra-eng | newstest2008 | 0.54379 | 26.5 | 2051 | 49380 |
| fra-spa | newstest2008 | 0.58804 | 33.1 | 2051 | 52586 |
| spa-deu | newstest2008 | 0.52221 | 21.6 | 2051 | 47447 |
| spa-eng | newstest2008 | 0.55331 | 27.9 | 2051 | 49380 |
| spa-fra | newstest2008 | 0.58769 | 32.0 | 2051 | 52685 |
| fra-deu | newstest2009 | 0.52771 | 22.5 | 2525 | 62816 |
| fra-eng | newstest2009 | 0.56679 | 30.2 | 2525 | 65399 |
| fra-spa | newstest2009 | 0.58921 | 32.1 | 2525 | 68111 |
| ita-deu | newstest2009 | 0.53022 | 22.8 | 2525 | 62816 |
| ita-eng | newstest2009 | 0.59309 | 33.8 | 2525 | 65399 |
| ita-fra | newstest2009 | 0.59309 | 32.0 | 2525 | 69263 |
| ita-spa | newstest2009 | 0.59760 | 33.5 | 2525 | 68111 |
| spa-deu | newstest2009 | 0.52822 | 22.3 | 2525 | 62816 |
| spa-eng | newstest2009 | 0.56989 | 30.4 | 2525 | 65399 |
| spa-fra | newstest2009 | 0.59150 | 32.2 | 2525 | 69263 |
| fra-deu | newstest2010 | 0.53765 | 24.0 | 2489 | 61503 |
| fra-eng | newstest2010 | 0.59251 | 32.6 | 2489 | 61711 |
| fra-spa | newstest2010 | 0.62480 | 37.6 | 2489 | 65480 |
| spa-deu | newstest2010 | 0.55161 | 26.0 | 2489 | 61503 |
| spa-eng | newstest2010 | 0.61562 | 36.3 | 2489 | 61711 |
| spa-fra | newstest2010 | 0.62021 | 35.7 | 2489 | 66022 |
| fra-deu | newstest2011 | 0.53025 | 23.1 | 3003 | 72981 |
| fra-eng | newstest2011 | 0.59636 | 32.9 | 3003 | 74681 |
| fra-spa | newstest2011 | 0.63203 | 39.9 | 3003 | 79476 |
| spa-deu | newstest2011 | 0.52934 | 23.3 | 3003 | 72981 |
| spa-eng | newstest2011 | 0.59606 | 33.8 | 3003 | 74681 |
| spa-fra | newstest2011 | 0.61079 | 34.9 | 3003 | 80626 |
| fra-deu | newstest2012 | 0.52957 | 24.0 | 3003 | 72886 |
| fra-eng | newstest2012 | 0.59352 | 33.6 | 3003 | 72812 |
| fra-spa | newstest2012 | 0.62641 | 39.2 | 3003 | 79006 |
| spa-deu | newstest2012 | 0.53519 | 24.6 | 3003 | 72886 |
| spa-eng | newstest2012 | 0.62284 | 37.4 | 3003 | 72812 |
| spa-fra | newstest2012 | 0.61076 | 33.8 | 3003 | 78011 |
| fra-deu | newstest2013 | 0.54167 | 25.4 | 3000 | 63737 |
| fra-eng | newstest2013 | 0.59236 | 34.0 | 3000 | 64505 |
| fra-spa | newstest2013 | 0.59347 | 34.9 | 3000 | 70528 |
| spa-deu | newstest2013 | 0.55130 | 26.3 | 3000 | 63737 |
| spa-eng | newstest2013 | 0.60681 | 34.6 | 3000 | 64505 |
| spa-fra | newstest2013 | 0.59816 | 33.2 | 3000 | 70037 |
| fra-eng | newstest2014 | 0.63499 | 37.9 | 3003 | 70708 |
| ron-eng | newstest2016 | 0.63996 | 39.5 | 1999 | 47562 |
| fra-deu | newstest2019 | 0.60468 | 28.6 | 1701 | 36446 |
| fra-deu | newstest2020 | 0.61401 | 28.8 | 1619 | 30265 |
| fra-deu | newstest2021 | 0.65950 | 39.5 | 1026 | 26077 |
| cat-deu | ntrex128 | 0.54096 | 24.0 | 1997 | 48761 |
| cat-eng | ntrex128 | 0.63516 | 36.5 | 1997 | 47673 |
| cat-fra | ntrex128 | 0.56385 | 28.1 | 1997 | 53481 |
| cat-por | ntrex128 | 0.56246 | 28.7 | 1997 | 51631 |
| cat-spa | ntrex128 | 0.61311 | 35.8 | 1997 | 54107 |
| fra-deu | ntrex128 | 0.53059 | 23.4 | 1997 | 48761 |
| fra-eng | ntrex128 | 0.61285 | 34.7 | 1997 | 47673 |
| fra-por | ntrex128 | 0.54075 | 25.8 | 1997 | 51631 |
| fra-spa | ntrex128 | 0.56863 | 30.6 | 1997 | 54107 |
| glg-deu | ntrex128 | 0.53724 | 23.6 | 1997 | 48761 |
| glg-eng | ntrex128 | 0.64481 | 38.7 | 1997 | 47673 |
| glg-fra | ntrex128 | 0.55856 | 27.8 | 1997 | 53481 |
| glg-por | ntrex128 | 0.56322 | 28.7 | 1997 | 51631 |
| glg-spa | ntrex128 | 0.61794 | 36.8 | 1997 | 54107 |
| ita-deu | ntrex128 | 0.54678 | 25.0 | 1997 | 48761 |
| ita-eng | ntrex128 | 0.64636 | 39.2 | 1997 | 47673 |
| ita-fra | ntrex128 | 0.57428 | 30.0 | 1997 | 53481 |
| ita-por | ntrex128 | 0.56858 | 29.7 | 1997 | 51631 |
| ita-spa | ntrex128 | 0.58886 | 33.0 | 1997 | 54107 |
| por-deu | ntrex128 | 0.54833 | 24.6 | 1997 | 48761 |
| por-eng | ntrex128 | 0.65223 | 39.7 | 1997 | 47673 |
| por-fra | ntrex128 | 0.56793 | 28.9 | 1997 | 53481 |
| por-spa | ntrex128 | 0.59218 | 33.8 | 1997 | 54107 |
| ron-deu | ntrex128 | 0.53249 | 22.4 | 1997 | 48761 |
| ron-eng | ntrex128 | 0.61807 | 33.8 | 1997 | 47673 |
| ron-fra | ntrex128 | 0.55575 | 26.4 | 1997 | 53481 |
| ron-por | ntrex128 | 0.55086 | 27.2 | 1997 | 51631 |
| ron-spa | ntrex128 | 0.57787 | 31.9 | 1997 | 54107 |
| spa-deu | ntrex128 | 0.54309 | 23.8 | 1997 | 48761 |
| spa-eng | ntrex128 | 0.64416 | 37.4 | 1997 | 47673 |
| spa-fra | ntrex128 | 0.57320 | 29.4 | 1997 | 53481 |
| spa-por | ntrex128 | 0.56751 | 29.0 | 1997 | 51631 |
| fra-eng | tico19-test | 0.62364 | 39.7 | 2100 | 56323 |
| fra-por | tico19-test | 0.58563 | 34.2 | 2100 | 62729 |
| fra-spa | tico19-test | 0.59556 | 36.5 | 2100 | 66563 |
| por-eng | tico19-test | 0.74420 | 51.8 | 2100 | 56315 |
| por-fra | tico19-test | 0.60081 | 34.5 | 2100 | 64661 |
| por-spa | tico19-test | 0.68156 | 44.8 | 2100 | 66563 |
| spa-eng | tico19-test | 0.73454 | 50.3 | 2100 | 56315 |
| spa-fra | tico19-test | 0.60441 | 34.9 | 2100 | 64661 |
| spa-por | tico19-test | 0.67749 | 42.7 | 2100 | 62729 |
Citation Information
- Publications: Democratizing neural machine translation with OPUS-MT and OPUS-MT – Building open translation services for the World and The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT (Please, cite if you use this model.)
@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, 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, Finland, and the EuroHPC supercomputer LUMI.
Model conversion info
- transformers version: 4.45.1
- OPUS-MT git hash: 0882077
- port time: Tue Oct 8 11:57:19 EEST 2024
- port machine: LM0-400-22516.local