README.md

---
library_name: transformers
language:
- anp
- as
- awa
- bho
- bn
- bpy
- de
- dv
- en
- es
- fr
- gbm
- gu
- hi
- hif
- hne
- hns
- kok
- ks
- lah
- mag
- mai
- mr
- ne
- or
- pa
- pi
- pt
- rhg
- rmy
- rom
- sa
- sd
- si
- skr
- syl
- ur

tags:
- translation
- opus-mt-tc-bible

license: apache-2.0
model-index:
- name: opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa
 results:
 - task:
 name: Translation asm-eng
 type: translation
 args: asm-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: asm-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 21.9
 - name: chr-F
 type: chrf
 value: 0.48584
 - task:
 name: Translation asm-por
 type: translation
 args: asm-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: asm-por
 metrics:
 - name: BLEU
 type: bleu
 value: 10.1
 - name: chr-F
 type: chrf
 value: 0.35028
 - task:
 name: Translation awa-deu
 type: translation
 args: awa-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: awa-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 16.5
 - name: chr-F
 type: chrf
 value: 0.47173
 - task:
 name: Translation awa-eng
 type: translation
 args: awa-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: awa-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 24.5
 - name: chr-F
 type: chrf
 value: 0.50582
 - task:
 name: Translation awa-fra
 type: translation
 args: awa-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: awa-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 21.4
 - name: chr-F
 type: chrf
 value: 0.49682
 - task:
 name: Translation awa-por
 type: translation
 args: awa-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: awa-por
 metrics:
 - name: BLEU
 type: bleu
 value: 21.5
 - name: chr-F
 type: chrf
 value: 0.49663
 - task:
 name: Translation awa-spa
 type: translation
 args: awa-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: awa-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 15.1
 - name: chr-F
 type: chrf
 value: 0.43740
 - task:
 name: Translation ben-deu
 type: translation
 args: ben-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: ben-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 16.6
 - name: chr-F
 type: chrf
 value: 0.47330
 - task:
 name: Translation ben-eng
 type: translation
 args: ben-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: ben-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 30.5
 - name: chr-F
 type: chrf
 value: 0.58077
 - task:
 name: Translation ben-fra
 type: translation
 args: ben-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: ben-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 22.6
 - name: chr-F
 type: chrf
 value: 0.50884
 - task:
 name: Translation ben-por
 type: translation
 args: ben-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: ben-por
 metrics:
 - name: BLEU
 type: bleu
 value: 21.4
 - name: chr-F
 type: chrf
 value: 0.50054
 - task:
 name: Translation ben-spa
 type: translation
 args: ben-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: ben-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 15.2
 - name: chr-F
 type: chrf
 value: 0.44159
 - task:
 name: Translation bho-deu
 type: translation
 args: bho-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: bho-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 12.6
 - name: chr-F
 type: chrf
 value: 0.42660
 - task:
 name: Translation bho-eng
 type: translation
 args: bho-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: bho-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 22.7
 - name: chr-F
 type: chrf
 value: 0.50609
 - task:
 name: Translation bho-fra
 type: translation
 args: bho-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: bho-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 16.8
 - name: chr-F
 type: chrf
 value: 0.44889
 - task:
 name: Translation bho-por
 type: translation
 args: bho-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: bho-por
 metrics:
 - name: BLEU
 type: bleu
 value: 16.9
 - name: chr-F
 type: chrf
 value: 0.44582
 - task:
 name: Translation bho-spa
 type: translation
 args: bho-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: bho-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 13.1
 - name: chr-F
 type: chrf
 value: 0.40581
 - task:
 name: Translation guj-deu
 type: translation
 args: guj-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: guj-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 16.8
 - name: chr-F
 type: chrf
 value: 0.46665
 - task:
 name: Translation guj-eng
 type: translation
 args: guj-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: guj-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 34.3
 - name: chr-F
 type: chrf
 value: 0.61383
 - task:
 name: Translation guj-fra
 type: translation
 args: guj-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: guj-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 22.3
 - name: chr-F
 type: chrf
 value: 0.50410
 - task:
 name: Translation guj-por
 type: translation
 args: guj-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: guj-por
 metrics:
 - name: BLEU
 type: bleu
 value: 21.3
 - name: chr-F
 type: chrf
 value: 0.49257
 - task:
 name: Translation guj-spa
 type: translation
 args: guj-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: guj-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 15.6
 - name: chr-F
 type: chrf
 value: 0.44565
 - task:
 name: Translation hin-deu
 type: translation
 args: hin-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hin-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 20.4
 - name: chr-F
 type: chrf
 value: 0.50226
 - task:
 name: Translation hin-eng
 type: translation
 args: hin-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hin-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 37.3
 - name: chr-F
 type: chrf
 value: 0.63336
 - task:
 name: Translation hin-fra
 type: translation
 args: hin-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hin-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 25.9
 - name: chr-F
 type: chrf
 value: 0.53701
 - task:
 name: Translation hin-por
 type: translation
 args: hin-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hin-por
 metrics:
 - name: BLEU
 type: bleu
 value: 25.5
 - name: chr-F
 type: chrf
 value: 0.53448
 - task:
 name: Translation hin-spa
 type: translation
 args: hin-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hin-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 17.2
 - name: chr-F
 type: chrf
 value: 0.46171
 - task:
 name: Translation hne-deu
 type: translation
 args: hne-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hne-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 19.0
 - name: chr-F
 type: chrf
 value: 0.49698
 - task:
 name: Translation hne-eng
 type: translation
 args: hne-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hne-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 38.5
 - name: chr-F
 type: chrf
 value: 0.63936
 - task:
 name: Translation hne-fra
 type: translation
 args: hne-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hne-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 25.3
 - name: chr-F
 type: chrf
 value: 0.52835
 - task:
 name: Translation hne-por
 type: translation
 args: hne-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hne-por
 metrics:
 - name: BLEU
 type: bleu
 value: 25.0
 - name: chr-F
 type: chrf
 value: 0.52788
 - task:
 name: Translation hne-spa
 type: translation
 args: hne-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: hne-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 16.7
 - name: chr-F
 type: chrf
 value: 0.45443
 - task:
 name: Translation mag-deu
 type: translation
 args: mag-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mag-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 19.7
 - name: chr-F
 type: chrf
 value: 0.50359
 - task:
 name: Translation mag-eng
 type: translation
 args: mag-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mag-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 38.0
 - name: chr-F
 type: chrf
 value: 0.63906
 - task:
 name: Translation mag-fra
 type: translation
 args: mag-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mag-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 25.8
 - name: chr-F
 type: chrf
 value: 0.53616
 - task:
 name: Translation mag-por
 type: translation
 args: mag-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mag-por
 metrics:
 - name: BLEU
 type: bleu
 value: 25.9
 - name: chr-F
 type: chrf
 value: 0.53537
 - task:
 name: Translation mag-spa
 type: translation
 args: mag-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mag-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 16.9
 - name: chr-F
 type: chrf
 value: 0.45822
 - task:
 name: Translation mai-deu
 type: translation
 args: mai-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mai-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 16.2
 - name: chr-F
 type: chrf
 value: 0.46791
 - task:
 name: Translation mai-eng
 type: translation
 args: mai-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mai-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 30.4
 - name: chr-F
 type: chrf
 value: 0.57461
 - task:
 name: Translation mai-fra
 type: translation
 args: mai-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mai-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 22.1
 - name: chr-F
 type: chrf
 value: 0.50585
 - task:
 name: Translation mai-por
 type: translation
 args: mai-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mai-por
 metrics:
 - name: BLEU
 type: bleu
 value: 22.0
 - name: chr-F
 type: chrf
 value: 0.50490
 - task:
 name: Translation mai-spa
 type: translation
 args: mai-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mai-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 15.3
 - name: chr-F
 type: chrf
 value: 0.44366
 - task:
 name: Translation mar-deu
 type: translation
 args: mar-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mar-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 14.5
 - name: chr-F
 type: chrf
 value: 0.44725
 - task:
 name: Translation mar-eng
 type: translation
 args: mar-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mar-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 31.4
 - name: chr-F
 type: chrf
 value: 0.58500
 - task:
 name: Translation mar-fra
 type: translation
 args: mar-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mar-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 19.5
 - name: chr-F
 type: chrf
 value: 0.47027
 - task:
 name: Translation mar-por
 type: translation
 args: mar-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mar-por
 metrics:
 - name: BLEU
 type: bleu
 value: 19.3
 - name: chr-F
 type: chrf
 value: 0.47216
 - task:
 name: Translation mar-spa
 type: translation
 args: mar-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: mar-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 14.2
 - name: chr-F
 type: chrf
 value: 0.42178
 - task:
 name: Translation npi-deu
 type: translation
 args: npi-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: npi-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 16.4
 - name: chr-F
 type: chrf
 value: 0.46631
 - task:
 name: Translation npi-eng
 type: translation
 args: npi-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: npi-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 32.3
 - name: chr-F
 type: chrf
 value: 0.59776
 - task:
 name: Translation npi-fra
 type: translation
 args: npi-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: npi-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 22.5
 - name: chr-F
 type: chrf
 value: 0.50548
 - task:
 name: Translation npi-por
 type: translation
 args: npi-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: npi-por
 metrics:
 - name: BLEU
 type: bleu
 value: 21.7
 - name: chr-F
 type: chrf
 value: 0.50202
 - task:
 name: Translation npi-spa
 type: translation
 args: npi-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: npi-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 15.3
 - name: chr-F
 type: chrf
 value: 0.43804
 - task:
 name: Translation pan-deu
 type: translation
 args: pan-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: pan-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 18.7
 - name: chr-F
 type: chrf
 value: 0.48421
 - task:
 name: Translation pan-eng
 type: translation
 args: pan-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: pan-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 33.8
 - name: chr-F
 type: chrf
 value: 0.60676
 - task:
 name: Translation pan-fra
 type: translation
 args: pan-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: pan-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 23.5
 - name: chr-F
 type: chrf
 value: 0.51368
 - task:
 name: Translation pan-por
 type: translation
 args: pan-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: pan-por
 metrics:
 - name: BLEU
 type: bleu
 value: 22.7
 - name: chr-F
 type: chrf
 value: 0.50586
 - task:
 name: Translation pan-spa
 type: translation
 args: pan-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: pan-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 16.5
 - name: chr-F
 type: chrf
 value: 0.44653
 - task:
 name: Translation san-eng
 type: translation
 args: san-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: san-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 11.8
 - name: chr-F
 type: chrf
 value: 0.36887
 - task:
 name: Translation sin-deu
 type: translation
 args: sin-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: sin-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 14.2
 - name: chr-F
 type: chrf
 value: 0.44676
 - task:
 name: Translation sin-eng
 type: translation
 args: sin-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: sin-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 26.8
 - name: chr-F
 type: chrf
 value: 0.54777
 - task:
 name: Translation sin-fra
 type: translation
 args: sin-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: sin-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 19.0
 - name: chr-F
 type: chrf
 value: 0.47283
 - task:
 name: Translation sin-por
 type: translation
 args: sin-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: sin-por
 metrics:
 - name: BLEU
 type: bleu
 value: 18.4
 - name: chr-F
 type: chrf
 value: 0.46935
 - task:
 name: Translation sin-spa
 type: translation
 args: sin-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: sin-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 13.7
 - name: chr-F
 type: chrf
 value: 0.42143
 - task:
 name: Translation urd-deu
 type: translation
 args: urd-deu
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: urd-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 17.1
 - name: chr-F
 type: chrf
 value: 0.46542
 - task:
 name: Translation urd-eng
 type: translation
 args: urd-eng
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: urd-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 29.3
 - name: chr-F
 type: chrf
 value: 0.56935
 - task:
 name: Translation urd-fra
 type: translation
 args: urd-fra
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: urd-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 22.3
 - name: chr-F
 type: chrf
 value: 0.50276
 - task:
 name: Translation urd-por
 type: translation
 args: urd-por
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: urd-por
 metrics:
 - name: BLEU
 type: bleu
 value: 20.3
 - name: chr-F
 type: chrf
 value: 0.48010
 - task:
 name: Translation urd-spa
 type: translation
 args: urd-spa
 dataset:
 name: flores200-devtest
 type: flores200-devtest
 args: urd-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 14.7
 - name: chr-F
 type: chrf
 value: 0.43032
 - task:
 name: Translation asm-por
 type: translation
 args: asm-por
 dataset:
 name: flores101-devtest
 type: flores_101
 args: asm por devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 10.0
 - name: chr-F
 type: chrf
 value: 0.34689
 - task:
 name: Translation ben-eng
 type: translation
 args: ben-eng
 dataset:
 name: flores101-devtest
 type: flores_101
 args: ben eng devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 30.4
 - name: chr-F
 type: chrf
 value: 0.57906
 - task:
 name: Translation ben-fra
 type: translation
 args: ben-fra
 dataset:
 name: flores101-devtest
 type: flores_101
 args: ben fra devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 21.9
 - name: chr-F
 type: chrf
 value: 0.50109
 - task:
 name: Translation guj-spa
 type: translation
 args: guj-spa
 dataset:
 name: flores101-devtest
 type: flores_101
 args: guj spa devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 15.2
 - name: chr-F
 type: chrf
 value: 0.44065
 - task:
 name: Translation mar-deu
 type: translation
 args: mar-deu
 dataset:
 name: flores101-devtest
 type: flores_101
 args: mar deu devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 13.8
 - name: chr-F
 type: chrf
 value: 0.44067
 - task:
 name: Translation mar-por
 type: translation
 args: mar-por
 dataset:
 name: flores101-devtest
 type: flores_101
 args: mar por devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 18.6
 - name: chr-F
 type: chrf
 value: 0.46685
 - task:
 name: Translation mar-spa
 type: translation
 args: mar-spa
 dataset:
 name: flores101-devtest
 type: flores_101
 args: mar spa devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 14.0
 - name: chr-F
 type: chrf
 value: 0.41662
 - task:
 name: Translation pan-eng
 type: translation
 args: pan-eng
 dataset:
 name: flores101-devtest
 type: flores_101
 args: pan eng devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 33.0
 - name: chr-F
 type: chrf
 value: 0.59922
 - task:
 name: Translation pan-por
 type: translation
 args: pan-por
 dataset:
 name: flores101-devtest
 type: flores_101
 args: pan por devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 21.9
 - name: chr-F
 type: chrf
 value: 0.49373
 - task:
 name: Translation pan-spa
 type: translation
 args: pan-spa
 dataset:
 name: flores101-devtest
 type: flores_101
 args: pan spa devtest
 metrics:
 - name: BLEU
 type: bleu
 value: 15.4
 - name: chr-F
 type: chrf
 value: 0.43910
 - task:
 name: Translation ben-deu
 type: translation
 args: ben-deu
 dataset:
 name: ntrex128
 type: ntrex128
 args: ben-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 14.6
 - name: chr-F
 type: chrf
 value: 0.45180
 - task:
 name: Translation ben-eng
 type: translation
 args: ben-eng
 dataset:
 name: ntrex128
 type: ntrex128
 args: ben-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 29.5
 - name: chr-F
 type: chrf
 value: 0.57247
 - task:
 name: Translation ben-fra
 type: translation
 args: ben-fra
 dataset:
 name: ntrex128
 type: ntrex128
 args: ben-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 18.0
 - name: chr-F
 type: chrf
 value: 0.46475
 - task:
 name: Translation ben-por
 type: translation
 args: ben-por
 dataset:
 name: ntrex128
 type: ntrex128
 args: ben-por
 metrics:
 - name: BLEU
 type: bleu
 value: 16.8
 - name: chr-F
 type: chrf
 value: 0.45486
 - task:
 name: Translation ben-spa
 type: translation
 args: ben-spa
 dataset:
 name: ntrex128
 type: ntrex128
 args: ben-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 21.1
 - name: chr-F
 type: chrf
 value: 0.48738
 - task:
 name: Translation guj-deu
 type: translation
 args: guj-deu
 dataset:
 name: ntrex128
 type: ntrex128
 args: guj-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 13.9
 - name: chr-F
 type: chrf
 value: 0.43539
 - task:
 name: Translation guj-eng
 type: translation
 args: guj-eng
 dataset:
 name: ntrex128
 type: ntrex128
 args: guj-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 31.6
 - name: chr-F
 type: chrf
 value: 0.58894
 - task:
 name: Translation guj-fra
 type: translation
 args: guj-fra
 dataset:
 name: ntrex128
 type: ntrex128
 args: guj-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 16.9
 - name: chr-F
 type: chrf
 value: 0.45075
 - task:
 name: Translation guj-por
 type: translation
 args: guj-por
 dataset:
 name: ntrex128
 type: ntrex128
 args: guj-por
 metrics:
 - name: BLEU
 type: bleu
 value: 15.2
 - name: chr-F
 type: chrf
 value: 0.43567
 - task:
 name: Translation guj-spa
 type: translation
 args: guj-spa
 dataset:
 name: ntrex128
 type: ntrex128
 args: guj-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 20.2
 - name: chr-F
 type: chrf
 value: 0.47525
 - task:
 name: Translation hin-deu
 type: translation
 args: hin-deu
 dataset:
 name: ntrex128
 type: ntrex128
 args: hin-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 15.0
 - name: chr-F
 type: chrf
 value: 0.46336
 - task:
 name: Translation hin-eng
 type: translation
 args: hin-eng
 dataset:
 name: ntrex128
 type: ntrex128
 args: hin-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 31.5
 - name: chr-F
 type: chrf
 value: 0.59842
 - task:
 name: Translation hin-fra
 type: translation
 args: hin-fra
 dataset:
 name: ntrex128
 type: ntrex128
 args: hin-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 19.2
 - name: chr-F
 type: chrf
 value: 0.48208
 - task:
 name: Translation hin-por
 type: translation
 args: hin-por
 dataset:
 name: ntrex128
 type: ntrex128
 args: hin-por
 metrics:
 - name: BLEU
 type: bleu
 value: 17.6
 - name: chr-F
 type: chrf
 value: 0.46509
 - task:
 name: Translation hin-spa
 type: translation
 args: hin-spa
 dataset:
 name: ntrex128
 type: ntrex128
 args: hin-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 21.8
 - name: chr-F
 type: chrf
 value: 0.49436
 - task:
 name: Translation mar-deu
 type: translation
 args: mar-deu
 dataset:
 name: ntrex128
 type: ntrex128
 args: mar-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 12.8
 - name: chr-F
 type: chrf
 value: 0.43119
 - task:
 name: Translation mar-eng
 type: translation
 args: mar-eng
 dataset:
 name: ntrex128
 type: ntrex128
 args: mar-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 27.3
 - name: chr-F
 type: chrf
 value: 0.55151
 - task:
 name: Translation mar-fra
 type: translation
 args: mar-fra
 dataset:
 name: ntrex128
 type: ntrex128
 args: mar-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 16.2
 - name: chr-F
 type: chrf
 value: 0.43957
 - task:
 name: Translation mar-por
 type: translation
 args: mar-por
 dataset:
 name: ntrex128
 type: ntrex128
 args: mar-por
 metrics:
 - name: BLEU
 type: bleu
 value: 15.4
 - name: chr-F
 type: chrf
 value: 0.43555
 - task:
 name: Translation mar-spa
 type: translation
 args: mar-spa
 dataset:
 name: ntrex128
 type: ntrex128
 args: mar-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 19.1
 - name: chr-F
 type: chrf
 value: 0.46271
 - task:
 name: Translation nep-deu
 type: translation
 args: nep-deu
 dataset:
 name: ntrex128
 type: ntrex128
 args: nep-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 13.0
 - name: chr-F
 type: chrf
 value: 0.42940
 - task:
 name: Translation nep-eng
 type: translation
 args: nep-eng
 dataset:
 name: ntrex128
 type: ntrex128
 args: nep-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 29.1
 - name: chr-F
 type: chrf
 value: 0.56277
 - task:
 name: Translation nep-fra
 type: translation
 args: nep-fra
 dataset:
 name: ntrex128
 type: ntrex128
 args: nep-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 16.5
 - name: chr-F
 type: chrf
 value: 0.44663
 - task:
 name: Translation nep-por
 type: translation
 args: nep-por
 dataset:
 name: ntrex128
 type: ntrex128
 args: nep-por
 metrics:
 - name: BLEU
 type: bleu
 value: 15.4
 - name: chr-F
 type: chrf
 value: 0.43686
 - task:
 name: Translation nep-spa
 type: translation
 args: nep-spa
 dataset:
 name: ntrex128
 type: ntrex128
 args: nep-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 19.3
 - name: chr-F
 type: chrf
 value: 0.46553
 - task:
 name: Translation pan-deu
 type: translation
 args: pan-deu
 dataset:
 name: ntrex128
 type: ntrex128
 args: pan-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 14.1
 - name: chr-F
 type: chrf
 value: 0.44036
 - task:
 name: Translation pan-eng
 type: translation
 args: pan-eng
 dataset:
 name: ntrex128
 type: ntrex128
 args: pan-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 31.6
 - name: chr-F
 type: chrf
 value: 0.58427
 - task:
 name: Translation pan-fra
 type: translation
 args: pan-fra
 dataset:
 name: ntrex128
 type: ntrex128
 args: pan-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 17.3
 - name: chr-F
 type: chrf
 value: 0.45593
 - task:
 name: Translation pan-por
 type: translation
 args: pan-por
 dataset:
 name: ntrex128
 type: ntrex128
 args: pan-por
 metrics:
 - name: BLEU
 type: bleu
 value: 15.9
 - name: chr-F
 type: chrf
 value: 0.44264
 - task:
 name: Translation pan-spa
 type: translation
 args: pan-spa
 dataset:
 name: ntrex128
 type: ntrex128
 args: pan-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 20.0
 - name: chr-F
 type: chrf
 value: 0.47199
 - task:
 name: Translation sin-deu
 type: translation
 args: sin-deu
 dataset:
 name: ntrex128
 type: ntrex128
 args: sin-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 12.4
 - name: chr-F
 type: chrf
 value: 0.42280
 - task:
 name: Translation sin-eng
 type: translation
 args: sin-eng
 dataset:
 name: ntrex128
 type: ntrex128
 args: sin-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 24.6
 - name: chr-F
 type: chrf
 value: 0.52576
 - task:
 name: Translation sin-fra
 type: translation
 args: sin-fra
 dataset:
 name: ntrex128
 type: ntrex128
 args: sin-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 15.6
 - name: chr-F
 type: chrf
 value: 0.43594
 - task:
 name: Translation sin-por
 type: translation
 args: sin-por
 dataset:
 name: ntrex128
 type: ntrex128
 args: sin-por
 metrics:
 - name: BLEU
 type: bleu
 value: 14.4
 - name: chr-F
 type: chrf
 value: 0.42751
 - task:
 name: Translation sin-spa
 type: translation
 args: sin-spa
 dataset:
 name: ntrex128
 type: ntrex128
 args: sin-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 18.3
 - name: chr-F
 type: chrf
 value: 0.45890
 - task:
 name: Translation urd-deu
 type: translation
 args: urd-deu
 dataset:
 name: ntrex128
 type: ntrex128
 args: urd-deu
 metrics:
 - name: BLEU
 type: bleu
 value: 15.6
 - name: chr-F
 type: chrf
 value: 0.45737
 - task:
 name: Translation urd-eng
 type: translation
 args: urd-eng
 dataset:
 name: ntrex128
 type: ntrex128
 args: urd-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 28.6
 - name: chr-F
 type: chrf
 value: 0.56781
 - task:
 name: Translation urd-fra
 type: translation
 args: urd-fra
 dataset:
 name: ntrex128
 type: ntrex128
 args: urd-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 18.9
 - name: chr-F
 type: chrf
 value: 0.47298
 - task:
 name: Translation urd-por
 type: translation
 args: urd-por
 dataset:
 name: ntrex128
 type: ntrex128
 args: urd-por
 metrics:
 - name: BLEU
 type: bleu
 value: 16.2
 - name: chr-F
 type: chrf
 value: 0.45273
 - task:
 name: Translation urd-spa
 type: translation
 args: urd-spa
 dataset:
 name: ntrex128
 type: ntrex128
 args: urd-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 21.0
 - name: chr-F
 type: chrf
 value: 0.48644
 - task:
 name: Translation awa-eng
 type: translation
 args: awa-eng
 dataset:
 name: tatoeba-test-v2021-08-07
 type: tatoeba_mt
 args: awa-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 40.8
 - name: chr-F
 type: chrf
 value: 0.60390
 - task:
 name: Translation ben-eng
 type: translation
 args: ben-eng
 dataset:
 name: tatoeba-test-v2021-08-07
 type: tatoeba_mt
 args: ben-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 49.4
 - name: chr-F
 type: chrf
 value: 0.64078
 - task:
 name: Translation hin-eng
 type: translation
 args: hin-eng
 dataset:
 name: tatoeba-test-v2021-08-07
 type: tatoeba_mt
 args: hin-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 49.1
 - name: chr-F
 type: chrf
 value: 0.64929
 - task:
 name: Translation mar-eng
 type: translation
 args: mar-eng
 dataset:
 name: tatoeba-test-v2021-08-07
 type: tatoeba_mt
 args: mar-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 48.0
 - name: chr-F
 type: chrf
 value: 0.64074
 - 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: 44.6
 - name: chr-F
 type: chrf
 value: 0.61360
 - task:
 name: Translation urd-eng
 type: translation
 args: urd-eng
 dataset:
 name: tatoeba-test-v2021-08-07
 type: tatoeba_mt
 args: urd-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 35.0
 - name: chr-F
 type: chrf
 value: 0.52963
 - task:
 name: Translation ben-eng
 type: translation
 args: ben-eng
 dataset:
 name: tico19-test
 type: tico19-test
 args: ben-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 38.2
 - name: chr-F
 type: chrf
 value: 0.64568
 - task:
 name: Translation ben-fra
 type: translation
 args: ben-fra
 dataset:
 name: tico19-test
 type: tico19-test
 args: ben-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 22.0
 - name: chr-F
 type: chrf
 value: 0.49799
 - task:
 name: Translation ben-por
 type: translation
 args: ben-por
 dataset:
 name: tico19-test
 type: tico19-test
 args: ben-por
 metrics:
 - name: BLEU
 type: bleu
 value: 27.2
 - name: chr-F
 type: chrf
 value: 0.55115
 - task:
 name: Translation ben-spa
 type: translation
 args: ben-spa
 dataset:
 name: tico19-test
 type: tico19-test
 args: ben-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 29.9
 - name: chr-F
 type: chrf
 value: 0.56847
 - task:
 name: Translation hin-eng
 type: translation
 args: hin-eng
 dataset:
 name: tico19-test
 type: tico19-test
 args: hin-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 46.6
 - name: chr-F
 type: chrf
 value: 0.70694
 - task:
 name: Translation hin-fra
 type: translation
 args: hin-fra
 dataset:
 name: tico19-test
 type: tico19-test
 args: hin-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 26.7
 - name: chr-F
 type: chrf
 value: 0.53932
 - task:
 name: Translation hin-por
 type: translation
 args: hin-por
 dataset:
 name: tico19-test
 type: tico19-test
 args: hin-por
 metrics:
 - name: BLEU
 type: bleu
 value: 33.4
 - name: chr-F
 type: chrf
 value: 0.60581
 - task:
 name: Translation hin-spa
 type: translation
 args: hin-spa
 dataset:
 name: tico19-test
 type: tico19-test
 args: hin-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 35.7
 - name: chr-F
 type: chrf
 value: 0.61585
 - task:
 name: Translation mar-eng
 type: translation
 args: mar-eng
 dataset:
 name: tico19-test
 type: tico19-test
 args: mar-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 31.8
 - name: chr-F
 type: chrf
 value: 0.59329
 - task:
 name: Translation mar-fra
 type: translation
 args: mar-fra
 dataset:
 name: tico19-test
 type: tico19-test
 args: mar-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 19.3
 - name: chr-F
 type: chrf
 value: 0.46574
 - task:
 name: Translation mar-por
 type: translation
 args: mar-por
 dataset:
 name: tico19-test
 type: tico19-test
 args: mar-por
 metrics:
 - name: BLEU
 type: bleu
 value: 23.6
 - name: chr-F
 type: chrf
 value: 0.51463
 - task:
 name: Translation mar-spa
 type: translation
 args: mar-spa
 dataset:
 name: tico19-test
 type: tico19-test
 args: mar-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 25.7
 - name: chr-F
 type: chrf
 value: 0.52551
 - task:
 name: Translation nep-eng
 type: translation
 args: nep-eng
 dataset:
 name: tico19-test
 type: tico19-test
 args: nep-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 40.7
 - name: chr-F
 type: chrf
 value: 0.66283
 - task:
 name: Translation nep-fra
 type: translation
 args: nep-fra
 dataset:
 name: tico19-test
 type: tico19-test
 args: nep-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 22.8
 - name: chr-F
 type: chrf
 value: 0.50397
 - task:
 name: Translation nep-por
 type: translation
 args: nep-por
 dataset:
 name: tico19-test
 type: tico19-test
 args: nep-por
 metrics:
 - name: BLEU
 type: bleu
 value: 28.1
 - name: chr-F
 type: chrf
 value: 0.55951
 - task:
 name: Translation nep-spa
 type: translation
 args: nep-spa
 dataset:
 name: tico19-test
 type: tico19-test
 args: nep-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 30.3
 - name: chr-F
 type: chrf
 value: 0.57272
 - task:
 name: Translation urd-eng
 type: translation
 args: urd-eng
 dataset:
 name: tico19-test
 type: tico19-test
 args: urd-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 30.5
 - name: chr-F
 type: chrf
 value: 0.57473
 - task:
 name: Translation urd-fra
 type: translation
 args: urd-fra
 dataset:
 name: tico19-test
 type: tico19-test
 args: urd-fra
 metrics:
 - name: BLEU
 type: bleu
 value: 19.6
 - name: chr-F
 type: chrf
 value: 0.46725
 - task:
 name: Translation urd-por
 type: translation
 args: urd-por
 dataset:
 name: tico19-test
 type: tico19-test
 args: urd-por
 metrics:
 - name: BLEU
 type: bleu
 value: 23.5
 - name: chr-F
 type: chrf
 value: 0.50913
 - task:
 name: Translation urd-spa
 type: translation
 args: urd-spa
 dataset:
 name: tico19-test
 type: tico19-test
 args: urd-spa
 metrics:
 - name: BLEU
 type: bleu
 value: 25.8
 - name: chr-F
 type: chrf
 value: 0.52387
 - task:
 name: Translation hin-eng
 type: translation
 args: hin-eng
 dataset:
 name: newstest2014
 type: wmt-2014-news
 args: hin-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 30.3
 - name: chr-F
 type: chrf
 value: 0.59329
 - task:
 name: Translation guj-eng
 type: translation
 args: guj-eng
 dataset:
 name: newstest2019
 type: wmt-2019-news
 args: guj-eng
 metrics:
 - name: BLEU
 type: bleu
 value: 26.9
 - name: chr-F
 type: chrf
 value: 0.53383
---
# opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa

## Table of Contents
- [Model Details](#model-details)
- [Uses](#uses)
- [Risks, Limitations and Biases](#risks-limitations-and-biases)
- [How to Get Started With the Model](#how-to-get-started-with-the-model)
- [Training](#training)
- [Evaluation](#evaluation)
- [Citation Information](#citation-information)
- [Acknowledgements](#acknowledgements)

## Model Details

Neural machine translation model for translating from Indic languages (inc) to unknown (deu+eng+fra+por+spa).

This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train).
**Model Description:**
- **Developed by:** Language Technology Research Group at the University of Helsinki
- **Model Type:** Translation (transformer-big)
- **Release**: 2024-05-30
- **License:** Apache-2.0
- **Language(s):** 
 - Source Language(s): anp asm awa ben bho bpy div dty gbm guj hif hin hne hns kas kok lah mag mai mar nep npi ori pan pli rhg rmy rom san sin skr snd syl urd
 - 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](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip)
- **Resources for more information:**
 - [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/inc-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30)
 - [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train)
 - [More information about MarianNMT models in the transformers library](https://huggingface.co/docs/transformers/model_doc/marian)
 - [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/)
 - [HPLT bilingual data v1 (as part of the Tatoeba Translation Challenge dataset)](https://hplt-project.org/datasets/v1)
 - [A massively parallel Bible corpus](https://aclanthology.org/L14-1215/)

This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of `>>id<<` (id = valid target language ID), e.g. `>>deu<<`

## Uses

This model can be used for translation and text-to-text generation.

## Risks, Limitations and Biases

**CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.**

Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)).

## How to Get Started With the Model

A short example code:

```python
from transformers import MarianMTModel, MarianTokenizer

src_text = [
 ">>deu<< Replace this with text in an accepted source language.",
 ">>spa<< This is the second sentence."
]

model_name = "pytorch-models/opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa"
tokenizer = MarianTokenizer.from_pretrained(model_name)
model = MarianMTModel.from_pretrained(model_name)
translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True))

for t in translated:
 print( tokenizer.decode(t, skip_special_tokens=True) )
```

You can also use OPUS-MT models with the transformers pipelines, for example:

```python
from transformers import pipeline
pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-inc-deu_eng_fra_por_spa")
print(pipe(">>deu<< Replace this with text in an accepted source language."))
```

## Training

- **Data**: opusTCv20230926max50+bt+jhubc ([source](https://github.com/Helsinki-NLP/Tatoeba-Challenge))
- **Pre-processing**: SentencePiece (spm32k,spm32k)
- **Model Type:** transformer-big
- **Original MarianNMT Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip)
- **Training Scripts**: [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train)

## Evaluation

* [Model scores at the OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/inc-deu%2Beng%2Bfra%2Bpor%2Bspa/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30)
* test set translations: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt)
* test set scores: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/inc-deu+eng+fra+por+spa/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt)
* benchmark results: [benchmark_results.txt](benchmark_results.txt)
* benchmark output: [benchmark_translations.zip](benchmark_translations.zip)

| langpair | testset | chr-F | BLEU | #sent | #words |
|----------|---------|-------|-------|-------|--------|
| awa-eng | tatoeba-test-v2021-08-07 | 0.60390 | 40.8 | 279 | 1335 |
| ben-eng | tatoeba-test-v2021-08-07 | 0.64078 | 49.4 | 2500 | 13978 |
| hin-eng | tatoeba-test-v2021-08-07 | 0.64929 | 49.1 | 5000 | 33943 |
| mar-eng | tatoeba-test-v2021-08-07 | 0.64074 | 48.0 | 10396 | 67527 |
| urd-eng | tatoeba-test-v2021-08-07 | 0.52963 | 35.0 | 1663 | 12029 |
| ben-eng | flores101-devtest | 0.57906 | 30.4 | 1012 | 24721 |
| ben-fra | flores101-devtest | 0.50109 | 21.9 | 1012 | 28343 |
| guj-spa | flores101-devtest | 0.44065 | 15.2 | 1012 | 29199 |
| mar-deu | flores101-devtest | 0.44067 | 13.8 | 1012 | 25094 |
| mar-por | flores101-devtest | 0.46685 | 18.6 | 1012 | 26519 |
| mar-spa | flores101-devtest | 0.41662 | 14.0 | 1012 | 29199 |
| pan-eng | flores101-devtest | 0.59922 | 33.0 | 1012 | 24721 |
| pan-por | flores101-devtest | 0.49373 | 21.9 | 1012 | 26519 |
| pan-spa | flores101-devtest | 0.43910 | 15.4 | 1012 | 29199 |
| asm-eng | flores200-devtest | 0.48584 | 21.9 | 1012 | 24721 |
| awa-deu | flores200-devtest | 0.47173 | 16.5 | 1012 | 25094 |
| awa-eng | flores200-devtest | 0.50582 | 24.5 | 1012 | 24721 |
| awa-fra | flores200-devtest | 0.49682 | 21.4 | 1012 | 28343 |
| awa-por | flores200-devtest | 0.49663 | 21.5 | 1012 | 26519 |
| awa-spa | flores200-devtest | 0.43740 | 15.1 | 1012 | 29199 |
| ben-deu | flores200-devtest | 0.47330 | 16.6 | 1012 | 25094 |
| ben-eng | flores200-devtest | 0.58077 | 30.5 | 1012 | 24721 |
| ben-fra | flores200-devtest | 0.50884 | 22.6 | 1012 | 28343 |
| ben-por | flores200-devtest | 0.50054 | 21.4 | 1012 | 26519 |
| ben-spa | flores200-devtest | 0.44159 | 15.2 | 1012 | 29199 |
| bho-deu | flores200-devtest | 0.42660 | 12.6 | 1012 | 25094 |
| bho-eng | flores200-devtest | 0.50609 | 22.7 | 1012 | 24721 |
| bho-fra | flores200-devtest | 0.44889 | 16.8 | 1012 | 28343 |
| bho-por | flores200-devtest | 0.44582 | 16.9 | 1012 | 26519 |
| bho-spa | flores200-devtest | 0.40581 | 13.1 | 1012 | 29199 |
| guj-deu | flores200-devtest | 0.46665 | 16.8 | 1012 | 25094 |
| guj-eng | flores200-devtest | 0.61383 | 34.3 | 1012 | 24721 |
| guj-fra | flores200-devtest | 0.50410 | 22.3 | 1012 | 28343 |
| guj-por | flores200-devtest | 0.49257 | 21.3 | 1012 | 26519 |
| guj-spa | flores200-devtest | 0.44565 | 15.6 | 1012 | 29199 |
| hin-deu | flores200-devtest | 0.50226 | 20.4 | 1012 | 25094 |
| hin-eng | flores200-devtest | 0.63336 | 37.3 | 1012 | 24721 |
| hin-fra | flores200-devtest | 0.53701 | 25.9 | 1012 | 28343 |
| hin-por | flores200-devtest | 0.53448 | 25.5 | 1012 | 26519 |
| hin-spa | flores200-devtest | 0.46171 | 17.2 | 1012 | 29199 |
| hne-deu | flores200-devtest | 0.49698 | 19.0 | 1012 | 25094 |
| hne-eng | flores200-devtest | 0.63936 | 38.5 | 1012 | 24721 |
| hne-fra | flores200-devtest | 0.52835 | 25.3 | 1012 | 28343 |
| hne-por | flores200-devtest | 0.52788 | 25.0 | 1012 | 26519 |
| hne-spa | flores200-devtest | 0.45443 | 16.7 | 1012 | 29199 |
| mag-deu | flores200-devtest | 0.50359 | 19.7 | 1012 | 25094 |
| mag-eng | flores200-devtest | 0.63906 | 38.0 | 1012 | 24721 |
| mag-fra | flores200-devtest | 0.53616 | 25.8 | 1012 | 28343 |
| mag-por | flores200-devtest | 0.53537 | 25.9 | 1012 | 26519 |
| mag-spa | flores200-devtest | 0.45822 | 16.9 | 1012 | 29199 |
| mai-deu | flores200-devtest | 0.46791 | 16.2 | 1012 | 25094 |
| mai-eng | flores200-devtest | 0.57461 | 30.4 | 1012 | 24721 |
| mai-fra | flores200-devtest | 0.50585 | 22.1 | 1012 | 28343 |
| mai-por | flores200-devtest | 0.50490 | 22.0 | 1012 | 26519 |
| mai-spa | flores200-devtest | 0.44366 | 15.3 | 1012 | 29199 |
| mar-deu | flores200-devtest | 0.44725 | 14.5 | 1012 | 25094 |
| mar-eng | flores200-devtest | 0.58500 | 31.4 | 1012 | 24721 |
| mar-fra | flores200-devtest | 0.47027 | 19.5 | 1012 | 28343 |
| mar-por | flores200-devtest | 0.47216 | 19.3 | 1012 | 26519 |
| mar-spa | flores200-devtest | 0.42178 | 14.2 | 1012 | 29199 |
| npi-deu | flores200-devtest | 0.46631 | 16.4 | 1012 | 25094 |
| npi-eng | flores200-devtest | 0.59776 | 32.3 | 1012 | 24721 |
| npi-fra | flores200-devtest | 0.50548 | 22.5 | 1012 | 28343 |
| npi-por | flores200-devtest | 0.50202 | 21.7 | 1012 | 26519 |
| npi-spa | flores200-devtest | 0.43804 | 15.3 | 1012 | 29199 |
| pan-deu | flores200-devtest | 0.48421 | 18.7 | 1012 | 25094 |
| pan-eng | flores200-devtest | 0.60676 | 33.8 | 1012 | 24721 |
| pan-fra | flores200-devtest | 0.51368 | 23.5 | 1012 | 28343 |
| pan-por | flores200-devtest | 0.50586 | 22.7 | 1012 | 26519 |
| pan-spa | flores200-devtest | 0.44653 | 16.5 | 1012 | 29199 |
| sin-deu | flores200-devtest | 0.44676 | 14.2 | 1012 | 25094 |
| sin-eng | flores200-devtest | 0.54777 | 26.8 | 1012 | 24721 |
| sin-fra | flores200-devtest | 0.47283 | 19.0 | 1012 | 28343 |
| sin-por | flores200-devtest | 0.46935 | 18.4 | 1012 | 26519 |
| sin-spa | flores200-devtest | 0.42143 | 13.7 | 1012 | 29199 |
| urd-deu | flores200-devtest | 0.46542 | 17.1 | 1012 | 25094 |
| urd-eng | flores200-devtest | 0.56935 | 29.3 | 1012 | 24721 |
| urd-fra | flores200-devtest | 0.50276 | 22.3 | 1012 | 28343 |
| urd-por | flores200-devtest | 0.48010 | 20.3 | 1012 | 26519 |
| urd-spa | flores200-devtest | 0.43032 | 14.7 | 1012 | 29199 |
| hin-eng | newstest2014 | 0.59329 | 30.3 | 2507 | 55571 |
| guj-eng | newstest2019 | 0.53383 | 26.9 | 1016 | 17757 |
| ben-deu | ntrex128 | 0.45180 | 14.6 | 1997 | 48761 |
| ben-eng | ntrex128 | 0.57247 | 29.5 | 1997 | 47673 |
| ben-fra | ntrex128 | 0.46475 | 18.0 | 1997 | 53481 |
| ben-por | ntrex128 | 0.45486 | 16.8 | 1997 | 51631 |
| ben-spa | ntrex128 | 0.48738 | 21.1 | 1997 | 54107 |
| guj-deu | ntrex128 | 0.43539 | 13.9 | 1997 | 48761 |
| guj-eng | ntrex128 | 0.58894 | 31.6 | 1997 | 47673 |
| guj-fra | ntrex128 | 0.45075 | 16.9 | 1997 | 53481 |
| guj-por | ntrex128 | 0.43567 | 15.2 | 1997 | 51631 |
| guj-spa | ntrex128 | 0.47525 | 20.2 | 1997 | 54107 |
| hin-deu | ntrex128 | 0.46336 | 15.0 | 1997 | 48761 |
| hin-eng | ntrex128 | 0.59842 | 31.5 | 1997 | 47673 |
| hin-fra | ntrex128 | 0.48208 | 19.2 | 1997 | 53481 |
| hin-por | ntrex128 | 0.46509 | 17.6 | 1997 | 51631 |
| hin-spa | ntrex128 | 0.49436 | 21.8 | 1997 | 54107 |
| mar-deu | ntrex128 | 0.43119 | 12.8 | 1997 | 48761 |
| mar-eng | ntrex128 | 0.55151 | 27.3 | 1997 | 47673 |
| mar-fra | ntrex128 | 0.43957 | 16.2 | 1997 | 53481 |
| mar-por | ntrex128 | 0.43555 | 15.4 | 1997 | 51631 |
| mar-spa | ntrex128 | 0.46271 | 19.1 | 1997 | 54107 |
| nep-deu | ntrex128 | 0.42940 | 13.0 | 1997 | 48761 |
| nep-eng | ntrex128 | 0.56277 | 29.1 | 1997 | 47673 |
| nep-fra | ntrex128 | 0.44663 | 16.5 | 1997 | 53481 |
| nep-por | ntrex128 | 0.43686 | 15.4 | 1997 | 51631 |
| nep-spa | ntrex128 | 0.46553 | 19.3 | 1997 | 54107 |
| pan-deu | ntrex128 | 0.44036 | 14.1 | 1997 | 48761 |
| pan-eng | ntrex128 | 0.58427 | 31.6 | 1997 | 47673 |
| pan-fra | ntrex128 | 0.45593 | 17.3 | 1997 | 53481 |
| pan-por | ntrex128 | 0.44264 | 15.9 | 1997 | 51631 |
| pan-spa | ntrex128 | 0.47199 | 20.0 | 1997 | 54107 |
| sin-deu | ntrex128 | 0.42280 | 12.4 | 1997 | 48761 |
| sin-eng | ntrex128 | 0.52576 | 24.6 | 1997 | 47673 |
| sin-fra | ntrex128 | 0.43594 | 15.6 | 1997 | 53481 |
| sin-por | ntrex128 | 0.42751 | 14.4 | 1997 | 51631 |
| sin-spa | ntrex128 | 0.45890 | 18.3 | 1997 | 54107 |
| urd-deu | ntrex128 | 0.45737 | 15.6 | 1997 | 48761 |
| urd-eng | ntrex128 | 0.56781 | 28.6 | 1997 | 47673 |
| urd-fra | ntrex128 | 0.47298 | 18.9 | 1997 | 53481 |
| urd-por | ntrex128 | 0.45273 | 16.2 | 1997 | 51631 |
| urd-spa | ntrex128 | 0.48644 | 21.0 | 1997 | 54107 |
| ben-eng | tico19-test | 0.64568 | 38.2 | 2100 | 56824 |
| ben-fra | tico19-test | 0.49799 | 22.0 | 2100 | 64661 |
| ben-por | tico19-test | 0.55115 | 27.2 | 2100 | 62729 |
| ben-spa | tico19-test | 0.56847 | 29.9 | 2100 | 66563 |
| hin-eng | tico19-test | 0.70694 | 46.6 | 2100 | 56323 |
| hin-fra | tico19-test | 0.53932 | 26.7 | 2100 | 64661 |
| hin-por | tico19-test | 0.60581 | 33.4 | 2100 | 62729 |
| hin-spa | tico19-test | 0.61585 | 35.7 | 2100 | 66563 |
| mar-eng | tico19-test | 0.59329 | 31.8 | 2100 | 56315 |
| mar-fra | tico19-test | 0.46574 | 19.3 | 2100 | 64661 |
| mar-por | tico19-test | 0.51463 | 23.6 | 2100 | 62729 |
| mar-spa | tico19-test | 0.52551 | 25.7 | 2100 | 66563 |
| nep-eng | tico19-test | 0.66283 | 40.7 | 2100 | 56824 |
| nep-fra | tico19-test | 0.50397 | 22.8 | 2100 | 64661 |
| nep-por | tico19-test | 0.55951 | 28.1 | 2100 | 62729 |
| nep-spa | tico19-test | 0.57272 | 30.3 | 2100 | 66563 |
| urd-eng | tico19-test | 0.57473 | 30.5 | 2100 | 56315 |
| urd-fra | tico19-test | 0.46725 | 19.6 | 2100 | 64661 |
| urd-por | tico19-test | 0.50913 | 23.5 | 2100 | 62729 |
| urd-spa | tico19-test | 0.52387 | 25.8 | 2100 | 66563 |

## Citation Information

* Publications: [Democratizing neural machine translation with OPUS-MT](https://doi.org/10.1007/s10579-023-09704-w) and [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.)

```bibtex
@article{tiedemann2023democratizing,
 title={Democratizing neural machine translation with {OPUS-MT}},
 author={Tiedemann, J{\"o}rg and Aulamo, Mikko and Bakshandaeva, Daria and Boggia, Michele and Gr{\"o}nroos, Stig-Arne and Nieminen, Tommi and Raganato, Alessandro and Scherrer, Yves and Vazquez, Raul and Virpioja, Sami},
 journal={Language Resources and Evaluation},
 number={58},
 pages={713--755},
 year={2023},
 publisher={Springer Nature},
 issn={1574-0218},
 doi={10.1007/s10579-023-09704-w}
}

@inproceedings{tiedemann-thottingal-2020-opus,
 title = "{OPUS}-{MT} {--} Building open translation services for the World",
 author = {Tiedemann, J{\"o}rg and Thottingal, Santhosh},
 booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation",
 month = nov,
 year = "2020",
 address = "Lisboa, Portugal",
 publisher = "European Association for Machine Translation",
 url = "https://aclanthology.org/2020.eamt-1.61",
 pages = "479--480",
}

@inproceedings{tiedemann-2020-tatoeba,
 title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}",
 author = {Tiedemann, J{\"o}rg},
 booktitle = "Proceedings of the Fifth Conference on Machine Translation",
 month = nov,
 year = "2020",
 address = "Online",
 publisher = "Association for Computational Linguistics",
 url = "https://aclanthology.org/2020.wmt-1.139",
 pages = "1174--1182",
}
```

## Acknowledgements

The work is supported by the [HPLT project](https://hplt-project.org/), funded by the European Union’s Horizon Europe research and innovation programme under grant agreement No 101070350. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland, and the [EuroHPC supercomputer LUMI](https://www.lumi-supercomputer.eu/).

## Model conversion info

* transformers version: 4.45.1
* OPUS-MT git hash: 0882077
* port time: Tue Oct 8 11:39:25 EEST 2024
* port machine: LM0-400-22516.local