--- library_name: transformers language: - acf - an - ast - ca - cbk - co - crs - de - egl - en - es - ext - fr - frm - fro - frp - fur - gcf - gl - ht - it - kea - la - lad - lij - lld - lmo - lou - mfe - mo - mwl - nap - oc - osp - pap - pcd - pms - pt - rm - ro - rup - sc - scn - vec - wa tags: - translation - opus-mt-tc-bible license: apache-2.0 model-index: - name: opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc results: - task: name: Translation deu-ast type: translation args: deu-ast dataset: name: flores200-devtest type: flores200-devtest args: deu-ast metrics: - name: BLEU type: bleu value: 22.1 - name: chr-F type: chrf value: 0.53782 - task: name: Translation deu-cat type: translation args: deu-cat dataset: name: flores200-devtest type: flores200-devtest args: deu-cat metrics: - name: BLEU type: bleu value: 32.2 - name: chr-F type: chrf value: 0.58846 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: flores200-devtest type: flores200-devtest args: deu-fra metrics: - name: BLEU type: bleu value: 37.2 - name: chr-F type: chrf value: 0.62803 - task: name: Translation deu-fur type: translation args: deu-fur dataset: name: flores200-devtest type: flores200-devtest args: deu-fur metrics: - name: BLEU type: bleu value: 18.7 - name: chr-F type: chrf value: 0.46372 - task: name: Translation deu-glg type: translation args: deu-glg dataset: name: flores200-devtest type: flores200-devtest args: deu-glg metrics: - name: BLEU type: bleu value: 28.7 - name: chr-F type: chrf value: 0.56229 - task: name: Translation deu-hat type: translation args: deu-hat dataset: name: flores200-devtest type: flores200-devtest args: deu-hat metrics: - name: BLEU type: bleu value: 15.7 - name: chr-F type: chrf value: 0.46752 - task: name: Translation deu-ita type: translation args: deu-ita dataset: name: flores200-devtest type: flores200-devtest args: deu-ita metrics: - name: BLEU type: bleu value: 25.8 - name: chr-F type: chrf value: 0.55344 - task: name: Translation deu-lij type: translation args: deu-lij dataset: name: flores200-devtest type: flores200-devtest args: deu-lij metrics: - name: BLEU type: bleu value: 11.8 - name: chr-F type: chrf value: 0.40732 - task: name: Translation deu-oci type: translation args: deu-oci dataset: name: flores200-devtest type: flores200-devtest args: deu-oci metrics: - name: BLEU type: bleu value: 23.1 - name: chr-F type: chrf value: 0.52749 - task: name: Translation deu-pap type: translation args: deu-pap dataset: name: flores200-devtest type: flores200-devtest args: deu-pap metrics: - name: BLEU type: bleu value: 22.4 - name: chr-F type: chrf value: 0.49721 - task: name: Translation deu-por type: translation args: deu-por dataset: name: flores200-devtest type: flores200-devtest args: deu-por metrics: - name: BLEU type: bleu value: 34.7 - name: chr-F type: chrf value: 0.60818 - task: name: Translation deu-ron type: translation args: deu-ron dataset: name: flores200-devtest type: flores200-devtest args: deu-ron metrics: - name: BLEU type: bleu value: 31.1 - name: chr-F type: chrf value: 0.57873 - task: name: Translation deu-spa type: translation args: deu-spa dataset: name: flores200-devtest type: flores200-devtest args: deu-spa metrics: - name: BLEU type: bleu value: 24.4 - name: chr-F type: chrf value: 0.52442 - task: name: Translation deu-srd type: translation args: deu-srd dataset: name: flores200-devtest type: flores200-devtest args: deu-srd metrics: - name: BLEU type: bleu value: 16.1 - name: chr-F type: chrf value: 0.45629 - task: name: Translation eng-ast type: translation args: eng-ast dataset: name: flores200-devtest type: flores200-devtest args: eng-ast metrics: - name: BLEU type: bleu value: 27.8 - name: chr-F type: chrf value: 0.59255 - task: name: Translation eng-cat type: translation args: eng-cat dataset: name: flores200-devtest type: flores200-devtest args: eng-cat metrics: - name: BLEU type: bleu value: 42.8 - name: chr-F type: chrf value: 0.66809 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: flores200-devtest type: flores200-devtest args: eng-fra metrics: - name: BLEU type: bleu value: 49.5 - name: chr-F type: chrf value: 0.71001 - task: name: Translation eng-fur type: translation args: eng-fur dataset: name: flores200-devtest type: flores200-devtest args: eng-fur metrics: - name: BLEU type: bleu value: 23.0 - name: chr-F type: chrf value: 0.49164 - task: name: Translation eng-glg type: translation args: eng-glg dataset: name: flores200-devtest type: flores200-devtest args: eng-glg metrics: - name: BLEU type: bleu value: 36.1 - name: chr-F type: chrf value: 0.62349 - task: name: Translation eng-hat type: translation args: eng-hat dataset: name: flores200-devtest type: flores200-devtest args: eng-hat metrics: - name: BLEU type: bleu value: 21.3 - name: chr-F type: chrf value: 0.51720 - task: name: Translation eng-ita type: translation args: eng-ita dataset: name: flores200-devtest type: flores200-devtest args: eng-ita metrics: - name: BLEU type: bleu value: 29.7 - name: chr-F type: chrf value: 0.58898 - task: name: Translation eng-kea type: translation args: eng-kea dataset: name: flores200-devtest type: flores200-devtest args: eng-kea metrics: - name: BLEU type: bleu value: 11.0 - name: chr-F type: chrf value: 0.34963 - task: name: Translation eng-lij type: translation args: eng-lij dataset: name: flores200-devtest type: flores200-devtest args: eng-lij metrics: - name: BLEU type: bleu value: 14.8 - name: chr-F type: chrf value: 0.43644 - task: name: Translation eng-oci type: translation args: eng-oci dataset: name: flores200-devtest type: flores200-devtest args: eng-oci metrics: - name: BLEU type: bleu value: 35.2 - name: chr-F type: chrf value: 0.63245 - task: name: Translation eng-pap type: translation args: eng-pap dataset: name: flores200-devtest type: flores200-devtest args: eng-pap metrics: - name: BLEU type: bleu value: 30.4 - name: chr-F type: chrf value: 0.56775 - task: name: Translation eng-por type: translation args: eng-por dataset: name: flores200-devtest type: flores200-devtest args: eng-por metrics: - name: BLEU type: bleu value: 50.0 - name: chr-F type: chrf value: 0.71438 - task: name: Translation eng-ron type: translation args: eng-ron dataset: name: flores200-devtest type: flores200-devtest args: eng-ron metrics: - name: BLEU type: bleu value: 41.2 - name: chr-F type: chrf value: 0.65373 - task: name: Translation eng-spa type: translation args: eng-spa dataset: name: flores200-devtest type: flores200-devtest args: eng-spa metrics: - name: BLEU type: bleu value: 27.6 - name: chr-F type: chrf value: 0.55784 - task: name: Translation eng-srd type: translation args: eng-srd dataset: name: flores200-devtest type: flores200-devtest args: eng-srd metrics: - name: BLEU type: bleu value: 21.0 - name: chr-F type: chrf value: 0.49876 - task: name: Translation fra-ast type: translation args: fra-ast dataset: name: flores200-devtest type: flores200-devtest args: fra-ast metrics: - name: BLEU type: bleu value: 22.0 - name: chr-F type: chrf value: 0.53904 - task: name: Translation fra-cat type: translation args: fra-cat dataset: name: flores200-devtest type: flores200-devtest args: fra-cat metrics: - name: BLEU type: bleu value: 34.5 - name: chr-F type: chrf value: 0.60549 - task: name: Translation fra-fur type: translation args: fra-fur dataset: name: flores200-devtest type: flores200-devtest args: fra-fur metrics: - name: BLEU type: bleu value: 21.4 - name: chr-F type: chrf value: 0.49119 - task: name: Translation fra-glg type: translation args: fra-glg dataset: name: flores200-devtest type: flores200-devtest args: fra-glg metrics: - name: BLEU type: bleu value: 31.3 - name: chr-F type: chrf value: 0.57998 - task: name: Translation fra-hat type: translation args: fra-hat dataset: name: flores200-devtest type: flores200-devtest args: fra-hat metrics: - name: BLEU type: bleu value: 20.7 - name: chr-F type: chrf value: 0.52018 - task: name: Translation fra-ita type: translation args: fra-ita dataset: name: flores200-devtest type: flores200-devtest args: fra-ita metrics: - name: BLEU type: bleu value: 27.0 - name: chr-F type: chrf value: 0.56470 - task: name: Translation fra-kea type: translation args: fra-kea dataset: name: flores200-devtest type: flores200-devtest args: fra-kea metrics: - name: BLEU type: bleu value: 11.2 - name: chr-F type: chrf value: 0.38741 - task: name: Translation fra-lij type: translation args: fra-lij dataset: name: flores200-devtest type: flores200-devtest args: fra-lij metrics: - name: BLEU type: bleu value: 13.6 - name: chr-F type: chrf value: 0.43180 - task: name: Translation fra-oci type: translation args: fra-oci dataset: name: flores200-devtest type: flores200-devtest args: fra-oci metrics: - name: BLEU type: bleu value: 29.2 - name: chr-F type: chrf value: 0.58268 - task: name: Translation fra-pap type: translation args: fra-pap dataset: name: flores200-devtest type: flores200-devtest args: fra-pap metrics: - name: BLEU type: bleu value: 23.6 - name: chr-F type: chrf value: 0.51029 - task: name: Translation fra-por type: translation args: fra-por dataset: name: flores200-devtest type: flores200-devtest args: fra-por metrics: - name: BLEU type: bleu value: 37.5 - name: chr-F type: chrf value: 0.62540 - task: name: Translation fra-ron type: translation args: fra-ron dataset: name: flores200-devtest type: flores200-devtest args: fra-ron metrics: - name: BLEU type: bleu value: 32.7 - name: chr-F type: chrf value: 0.59255 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: flores200-devtest type: flores200-devtest args: fra-spa metrics: - name: BLEU type: bleu value: 24.4 - name: chr-F type: chrf value: 0.53001 - task: name: Translation fra-srd type: translation args: fra-srd dataset: name: flores200-devtest type: flores200-devtest args: fra-srd metrics: - name: BLEU type: bleu value: 17.9 - name: chr-F type: chrf value: 0.47645 - task: name: Translation por-ast type: translation args: por-ast dataset: name: flores200-devtest type: flores200-devtest args: por-ast metrics: - name: BLEU type: bleu value: 23.9 - name: chr-F type: chrf value: 0.55369 - task: name: Translation por-cat type: translation args: por-cat dataset: name: flores200-devtest type: flores200-devtest args: por-cat metrics: - name: BLEU type: bleu value: 36.4 - name: chr-F type: chrf value: 0.61981 - task: name: Translation por-fra type: translation args: por-fra dataset: name: flores200-devtest type: flores200-devtest args: por-fra metrics: - name: BLEU type: bleu value: 40.4 - name: chr-F type: chrf value: 0.64654 - task: name: Translation por-fur type: translation args: por-fur dataset: name: flores200-devtest type: flores200-devtest args: por-fur metrics: - name: BLEU type: bleu value: 22.1 - name: chr-F type: chrf value: 0.50078 - task: name: Translation por-glg type: translation args: por-glg dataset: name: flores200-devtest type: flores200-devtest args: por-glg metrics: - name: BLEU type: bleu value: 31.1 - name: chr-F type: chrf value: 0.58336 - task: name: Translation por-hat type: translation args: por-hat dataset: name: flores200-devtest type: flores200-devtest args: por-hat metrics: - name: BLEU type: bleu value: 18.0 - name: chr-F type: chrf value: 0.48834 - task: name: Translation por-ita type: translation args: por-ita dataset: name: flores200-devtest type: flores200-devtest args: por-ita metrics: - name: BLEU type: bleu value: 26.7 - name: chr-F type: chrf value: 0.56077 - task: name: Translation por-kea type: translation args: por-kea dataset: name: flores200-devtest type: flores200-devtest args: por-kea metrics: - name: BLEU type: bleu value: 13.6 - name: chr-F type: chrf value: 0.42451 - task: name: Translation por-lij type: translation args: por-lij dataset: name: flores200-devtest type: flores200-devtest args: por-lij metrics: - name: BLEU type: bleu value: 13.4 - name: chr-F type: chrf value: 0.43715 - task: name: Translation por-oci type: translation args: por-oci dataset: name: flores200-devtest type: flores200-devtest args: por-oci metrics: - name: BLEU type: bleu value: 28.1 - name: chr-F type: chrf value: 0.57143 - task: name: Translation por-pap type: translation args: por-pap dataset: name: flores200-devtest type: flores200-devtest args: por-pap metrics: - name: BLEU type: bleu value: 25.0 - name: chr-F type: chrf value: 0.52192 - task: name: Translation por-ron type: translation args: por-ron dataset: name: flores200-devtest type: flores200-devtest args: por-ron metrics: - name: BLEU type: bleu value: 34.2 - name: chr-F type: chrf value: 0.59962 - task: name: Translation por-spa type: translation args: por-spa dataset: name: flores200-devtest type: flores200-devtest args: por-spa metrics: - name: BLEU type: bleu value: 25.6 - name: chr-F type: chrf value: 0.53772 - task: name: Translation por-srd type: translation args: por-srd dataset: name: flores200-devtest type: flores200-devtest args: por-srd metrics: - name: BLEU type: bleu value: 18.8 - name: chr-F type: chrf value: 0.48882 - task: name: Translation spa-ast type: translation args: spa-ast dataset: name: flores200-devtest type: flores200-devtest args: spa-ast metrics: - name: BLEU type: bleu value: 16.3 - name: chr-F type: chrf value: 0.49512 - task: name: Translation spa-cat type: translation args: spa-cat dataset: name: flores200-devtest type: flores200-devtest args: spa-cat metrics: - name: BLEU type: bleu value: 23.1 - name: chr-F type: chrf value: 0.53968 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: flores200-devtest type: flores200-devtest args: spa-fra metrics: - name: BLEU type: bleu value: 27.9 - name: chr-F type: chrf value: 0.57461 - task: name: Translation spa-fur type: translation args: spa-fur dataset: name: flores200-devtest type: flores200-devtest args: spa-fur metrics: - name: BLEU type: bleu value: 16.1 - name: chr-F type: chrf value: 0.45785 - task: name: Translation spa-glg type: translation args: spa-glg dataset: name: flores200-devtest type: flores200-devtest args: spa-glg metrics: - name: BLEU type: bleu value: 22.2 - name: chr-F type: chrf value: 0.52933 - task: name: Translation spa-hat type: translation args: spa-hat dataset: name: flores200-devtest type: flores200-devtest args: spa-hat metrics: - name: BLEU type: bleu value: 13.0 - name: chr-F type: chrf value: 0.44627 - task: name: Translation spa-ita type: translation args: spa-ita dataset: name: flores200-devtest type: flores200-devtest args: spa-ita metrics: - name: BLEU type: bleu value: 22.4 - name: chr-F type: chrf value: 0.53063 - task: name: Translation spa-lij type: translation args: spa-lij dataset: name: flores200-devtest type: flores200-devtest args: spa-lij metrics: - name: BLEU type: bleu value: 10.2 - name: chr-F type: chrf value: 0.39784 - task: name: Translation spa-oci type: translation args: spa-oci dataset: name: flores200-devtest type: flores200-devtest args: spa-oci metrics: - name: BLEU type: bleu value: 17.4 - name: chr-F type: chrf value: 0.49293 - task: name: Translation spa-pap type: translation args: spa-pap dataset: name: flores200-devtest type: flores200-devtest args: spa-pap metrics: - name: BLEU type: bleu value: 17.7 - name: chr-F type: chrf value: 0.46595 - task: name: Translation spa-por type: translation args: spa-por dataset: name: flores200-devtest type: flores200-devtest args: spa-por metrics: - name: BLEU type: bleu value: 25.9 - name: chr-F type: chrf value: 0.56138 - task: name: Translation spa-ron type: translation args: spa-ron dataset: name: flores200-devtest type: flores200-devtest args: spa-ron metrics: - name: BLEU type: bleu value: 23.8 - name: chr-F type: chrf value: 0.53609 - task: name: Translation spa-srd type: translation args: spa-srd dataset: name: flores200-devtest type: flores200-devtest args: spa-srd metrics: - name: BLEU type: bleu value: 13.3 - name: chr-F type: chrf value: 0.44898 - task: name: Translation deu-ast type: translation args: deu-ast dataset: name: flores101-devtest type: flores_101 args: deu ast devtest metrics: - name: BLEU type: bleu value: 21.5 - name: chr-F type: chrf value: 0.53230 - task: name: Translation deu-cat type: translation args: deu-cat dataset: name: flores101-devtest type: flores_101 args: deu cat devtest metrics: - name: BLEU type: bleu value: 31.6 - name: chr-F type: chrf value: 0.58466 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: flores101-devtest type: flores_101 args: deu fra devtest metrics: - name: BLEU type: bleu value: 36.5 - name: chr-F type: chrf value: 0.62370 - task: name: Translation deu-glg type: translation args: deu-glg dataset: name: flores101-devtest type: flores_101 args: deu glg devtest metrics: - name: BLEU type: bleu value: 28.0 - name: chr-F type: chrf value: 0.55693 - task: name: Translation deu-oci type: translation args: deu-oci dataset: name: flores101-devtest type: flores_101 args: deu oci devtest metrics: - name: BLEU type: bleu value: 22.3 - name: chr-F type: chrf value: 0.52253 - task: name: Translation deu-por type: translation args: deu-por dataset: name: flores101-devtest type: flores_101 args: deu por devtest metrics: - name: BLEU type: bleu value: 34.8 - name: chr-F type: chrf value: 0.60688 - task: name: Translation deu-ron type: translation args: deu-ron dataset: name: flores101-devtest type: flores_101 args: deu ron devtest metrics: - name: BLEU type: bleu value: 30.3 - name: chr-F type: chrf value: 0.57333 - task: name: Translation eng-cat type: translation args: eng-cat dataset: name: flores101-devtest type: flores_101 args: eng cat devtest metrics: - name: BLEU type: bleu value: 42.5 - name: chr-F type: chrf value: 0.66607 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: flores101-devtest type: flores_101 args: eng fra devtest metrics: - name: BLEU type: bleu value: 48.8 - name: chr-F type: chrf value: 0.70492 - task: name: Translation eng-kea type: translation args: eng-kea dataset: name: flores101-devtest type: flores_101 args: eng kea devtest metrics: - name: BLEU type: bleu value: 10.7 - name: chr-F type: chrf value: 0.34867 - task: name: Translation eng-por type: translation args: eng-por dataset: name: flores101-devtest type: flores_101 args: eng por devtest metrics: - name: BLEU type: bleu value: 49.3 - name: chr-F type: chrf value: 0.71112 - task: name: Translation eng-ron type: translation args: eng-ron dataset: name: flores101-devtest type: flores_101 args: eng ron devtest metrics: - name: BLEU type: bleu value: 40.3 - name: chr-F type: chrf value: 0.64856 - task: name: Translation fra-oci type: translation args: fra-oci dataset: name: flores101-devtest type: flores_101 args: fra oci devtest metrics: - name: BLEU type: bleu value: 29.2 - name: chr-F type: chrf value: 0.58559 - task: name: Translation fra-ron type: translation args: fra-ron dataset: name: flores101-devtest type: flores_101 args: fra ron devtest metrics: - name: BLEU type: bleu value: 32.1 - name: chr-F type: chrf value: 0.58922 - task: name: Translation por-kea type: translation args: por-kea dataset: name: flores101-devtest type: flores_101 args: por kea devtest metrics: - name: BLEU type: bleu value: 12.8 - name: chr-F type: chrf value: 0.40779 - task: name: Translation por-oci type: translation args: por-oci dataset: name: flores101-devtest type: flores_101 args: por oci devtest metrics: - name: BLEU type: bleu value: 27.5 - name: chr-F type: chrf value: 0.57016 - task: name: Translation spa-ast type: translation args: spa-ast dataset: name: flores101-devtest type: flores_101 args: spa ast devtest metrics: - name: BLEU type: bleu value: 16.3 - name: chr-F type: chrf value: 0.49666 - task: name: Translation spa-cat type: translation args: spa-cat dataset: name: flores101-devtest type: flores_101 args: spa cat devtest metrics: - name: BLEU type: bleu value: 23.2 - name: chr-F type: chrf value: 0.54015 - task: name: Translation spa-glg type: translation args: spa-glg dataset: name: flores101-devtest type: flores_101 args: spa glg devtest metrics: - name: BLEU type: bleu value: 22.1 - name: chr-F type: chrf value: 0.52923 - task: name: Translation spa-oci type: translation args: spa-oci dataset: name: flores101-devtest type: flores_101 args: spa oci devtest metrics: - name: BLEU type: bleu value: 17.2 - name: chr-F type: chrf value: 0.49285 - task: name: Translation spa-por type: translation args: spa-por dataset: name: flores101-devtest type: flores_101 args: spa por devtest metrics: - name: BLEU type: bleu value: 25.7 - name: chr-F type: chrf value: 0.55944 - task: name: Translation spa-ron type: translation args: spa-ron dataset: name: flores101-devtest type: flores_101 args: spa ron devtest metrics: - name: BLEU type: bleu value: 23.3 - name: chr-F type: chrf value: 0.53282 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: generaltest2022 type: generaltest2022 args: deu-fra metrics: - name: BLEU type: bleu value: 37.4 - name: chr-F type: chrf value: 0.60634 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: multi30k_test_2016_flickr type: multi30k-2016_flickr args: deu-fra metrics: - name: BLEU type: bleu value: 38.5 - name: chr-F type: chrf value: 0.62595 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: multi30k_test_2016_flickr type: multi30k-2016_flickr args: eng-fra metrics: - name: BLEU type: bleu value: 51.4 - name: chr-F type: chrf value: 0.71630 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: multi30k_test_2017_flickr type: multi30k-2017_flickr args: deu-fra metrics: - name: BLEU type: bleu value: 37.3 - name: chr-F type: chrf value: 0.62733 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: multi30k_test_2017_flickr type: multi30k-2017_flickr args: eng-fra metrics: - name: BLEU type: bleu value: 50.8 - name: chr-F type: chrf value: 0.71850 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: multi30k_test_2017_mscoco type: multi30k-2017_mscoco args: deu-fra metrics: - name: BLEU type: bleu value: 33.8 - name: chr-F type: chrf value: 0.59089 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: multi30k_test_2017_mscoco type: multi30k-2017_mscoco args: eng-fra metrics: - name: BLEU type: bleu value: 54.1 - name: chr-F type: chrf value: 0.73129 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: multi30k_test_2018_flickr type: multi30k-2018_flickr args: deu-fra metrics: - name: BLEU type: bleu value: 30.9 - name: chr-F type: chrf value: 0.57155 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: multi30k_test_2018_flickr type: multi30k-2018_flickr args: eng-fra metrics: - name: BLEU type: bleu value: 41.9 - name: chr-F type: chrf value: 0.65461 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: newsdiscusstest2015 type: newsdiscusstest2015 args: eng-fra metrics: - 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name: BLEU type: bleu value: 29.5 - name: chr-F type: chrf value: 0.56491 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2008 type: wmt-2008-news args: fra-spa metrics: - name: BLEU type: bleu value: 33.0 - name: chr-F type: chrf value: 0.58764 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2008 type: wmt-2008-news args: spa-fra metrics: - name: BLEU type: bleu value: 32.4 - name: chr-F type: chrf value: 0.58848 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: newstest2009 type: wmt-2009-news args: deu-fra metrics: - name: BLEU type: bleu value: 25.4 - name: chr-F type: chrf value: 0.53870 - task: name: Translation deu-ita type: translation args: deu-ita dataset: name: newstest2009 type: wmt-2009-news args: deu-ita metrics: - name: BLEU type: bleu value: 24.4 - name: chr-F type: chrf value: 0.54509 - task: name: Translation deu-spa type: translation args: deu-spa dataset: name: newstest2009 type: wmt-2009-news args: deu-spa metrics: - name: BLEU type: bleu value: 25.7 - name: chr-F type: chrf value: 0.53769 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: newstest2009 type: wmt-2009-news args: eng-fra metrics: - name: BLEU type: bleu value: 29.3 - name: chr-F type: chrf value: 0.57566 - task: name: Translation eng-ita type: translation args: eng-ita dataset: name: newstest2009 type: wmt-2009-news args: eng-ita metrics: - name: BLEU type: bleu value: 31.4 - name: chr-F type: chrf value: 0.60372 - task: name: Translation eng-spa type: translation args: eng-spa dataset: name: newstest2009 type: wmt-2009-news args: eng-spa metrics: - name: BLEU type: bleu value: 30.0 - name: chr-F type: chrf value: 0.57913 - task: name: Translation fra-ita type: translation args: fra-ita dataset: name: newstest2009 type: wmt-2009-news args: fra-ita metrics: - name: BLEU type: bleu value: 30.5 - name: chr-F type: chrf value: 0.59749 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2009 type: wmt-2009-news args: fra-spa metrics: - name: BLEU type: bleu value: 32.1 - name: chr-F type: chrf value: 0.58921 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2009 type: wmt-2009-news args: spa-fra metrics: - name: BLEU type: bleu value: 32.3 - name: chr-F type: chrf value: 0.59195 - task: name: Translation spa-ita type: translation args: spa-ita dataset: name: newstest2009 type: wmt-2009-news args: spa-ita metrics: - name: BLEU type: bleu value: 33.0 - name: chr-F type: chrf value: 0.61007 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: newstest2010 type: wmt-2010-news args: deu-fra metrics: - name: BLEU type: bleu value: 29.5 - name: chr-F type: chrf value: 0.57888 - task: name: Translation deu-spa type: translation args: deu-spa dataset: name: newstest2010 type: wmt-2010-news args: deu-spa metrics: - name: BLEU type: bleu value: 32.7 - name: chr-F type: chrf value: 0.59408 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: newstest2010 type: wmt-2010-news args: eng-fra metrics: - name: BLEU type: bleu value: 32.4 - name: chr-F type: chrf value: 0.59588 - task: name: Translation eng-spa type: translation args: eng-spa dataset: name: newstest2010 type: wmt-2010-news args: eng-spa metrics: - name: BLEU type: bleu value: 36.6 - name: chr-F type: chrf value: 0.61978 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2010 type: wmt-2010-news args: fra-spa metrics: - name: BLEU type: bleu value: 37.7 - name: chr-F type: chrf value: 0.62513 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2010 type: wmt-2010-news args: spa-fra metrics: - name: BLEU type: bleu value: 36.1 - name: chr-F type: chrf value: 0.62193 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: newstest2011 type: wmt-2011-news args: deu-fra metrics: - name: BLEU type: bleu value: 27.5 - name: chr-F type: chrf value: 0.55704 - task: name: Translation deu-spa type: translation args: deu-spa dataset: name: newstest2011 type: wmt-2011-news args: deu-spa metrics: - name: BLEU type: bleu value: 30.4 - name: chr-F type: chrf value: 0.56696 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: newstest2011 type: wmt-2011-news args: eng-fra metrics: - name: BLEU type: bleu value: 34.3 - name: chr-F type: chrf value: 0.61071 - task: name: Translation eng-spa type: translation args: eng-spa dataset: name: newstest2011 type: wmt-2011-news args: eng-spa metrics: - name: BLEU type: bleu value: 38.7 - name: chr-F type: chrf value: 0.62126 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2011 type: wmt-2011-news args: fra-spa metrics: - name: BLEU type: bleu value: 40.0 - name: chr-F type: chrf value: 0.63139 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2011 type: wmt-2011-news args: spa-fra metrics: - name: BLEU type: bleu value: 35.2 - name: chr-F type: chrf value: 0.61258 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: newstest2012 type: wmt-2012-news args: deu-fra metrics: - name: BLEU type: bleu value: 27.6 - name: chr-F type: chrf value: 0.56034 - task: name: Translation deu-spa type: translation args: deu-spa dataset: name: newstest2012 type: wmt-2012-news args: deu-spa metrics: - name: BLEU type: bleu value: 31.6 - name: chr-F type: chrf value: 0.57336 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: newstest2012 type: wmt-2012-news args: eng-fra metrics: - name: BLEU type: bleu value: 31.9 - name: chr-F type: chrf value: 0.59264 - task: name: Translation eng-spa type: translation args: eng-spa dataset: name: newstest2012 type: wmt-2012-news args: eng-spa metrics: - name: BLEU type: bleu value: 39.1 - name: chr-F type: chrf value: 0.62568 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2012 type: wmt-2012-news args: fra-spa metrics: - name: BLEU type: bleu value: 39.5 - name: chr-F type: chrf value: 0.62725 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2012 type: wmt-2012-news args: spa-fra metrics: - name: BLEU type: bleu value: 34.2 - name: chr-F type: chrf value: 0.61177 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: newstest2013 type: wmt-2013-news args: deu-fra metrics: - name: BLEU type: bleu value: 29.9 - name: chr-F type: chrf value: 0.56475 - task: name: Translation deu-spa type: translation args: deu-spa dataset: name: newstest2013 type: wmt-2013-news args: deu-spa metrics: - name: BLEU type: bleu value: 31.9 - name: chr-F type: chrf value: 0.57187 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: newstest2013 type: wmt-2013-news args: eng-fra metrics: - name: BLEU type: bleu value: 33.3 - name: chr-F type: chrf value: 0.58938 - task: name: Translation eng-spa type: translation args: eng-spa dataset: name: newstest2013 type: wmt-2013-news args: eng-spa metrics: - name: BLEU type: bleu value: 35.2 - name: chr-F type: chrf value: 0.59817 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2013 type: wmt-2013-news args: fra-spa metrics: - name: BLEU type: bleu value: 35.1 - name: chr-F type: chrf value: 0.59482 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2013 type: wmt-2013-news args: spa-fra metrics: - name: BLEU type: bleu value: 33.9 - name: chr-F type: chrf value: 0.59825 - task: name: Translation eng-fra type: translation args: eng-fra dataset: name: newstest2014 type: wmt-2014-news args: eng-fra metrics: - name: BLEU type: bleu value: 40.2 - name: chr-F type: chrf value: 0.65438 - task: name: Translation eng-ron type: translation args: eng-ron dataset: name: newstest2016 type: wmt-2016-news args: eng-ron metrics: - name: BLEU type: bleu value: 32.2 - name: chr-F type: chrf value: 0.59473 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: newstest2019 type: wmt-2019-news args: deu-fra metrics: - name: BLEU type: bleu value: 35.9 - name: chr-F type: chrf value: 0.62831 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: newstest2020 type: wmt-2020-news args: deu-fra metrics: - name: BLEU type: bleu value: 33.0 - name: chr-F type: chrf value: 0.60408 - task: name: Translation deu-fra type: translation args: deu-fra dataset: name: newstest2021 type: wmt-2021-news args: deu-fra metrics: - name: BLEU type: bleu value: 31.3 - name: chr-F type: chrf value: 0.58913 --- # opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc ## Table of Contents - [Model Details](#model-details) - [Uses](#uses) - [Risks, Limitations and Biases](#risks-limitations-and-biases) - [How to Get Started With the Model](#how-to-get-started-with-the-model) - [Training](#training) - [Evaluation](#evaluation) - [Citation Information](#citation-information) - [Acknowledgements](#acknowledgements) ## Model Details Neural machine translation model for translating from unknown (deu+eng+fra+por+spa) to Italic languages (itc). This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train). **Model Description:** - **Developed by:** Language Technology Research Group at the University of Helsinki - **Model Type:** Translation (transformer-big) - **Release**: 2024-05-30 - **License:** Apache-2.0 - **Language(s):** - Source Language(s): deu eng fra por spa - Target Language(s): acf arg ast cat cbk cos crs egl ext fra frm fro frp fur gcf glg hat ita kea lad lat lij lld lmo lou mfe mol mwl nap oci osp pap pcd pms por roh ron rup scn spa srd vec wln - Valid Target Language Labels: >>acf<< >>aoa<< >>arg<< >>ast<< >>cat<< >>cbk<< >>cbk_Latn<< >>ccd<< >>cks<< >>cos<< >>cri<< >>crs<< >>dlm<< >>drc<< >>egl<< >>ext<< >>fab<< >>fax<< >>fra<< >>frc<< >>frm<< >>frm_Latn<< >>fro<< >>fro_Latn<< >>frp<< >>fur<< >>gcf<< >>gcf_Latn<< >>gcr<< >>glg<< >>hat<< >>idb<< >>ist<< >>ita<< >>itk<< >>kea<< >>kmv<< >>lad<< >>lad_Latn<< >>lat<< >>lat_Latn<< >>lij<< >>lld<< >>lld_Latn<< >>lmo<< >>lou<< >>lou_Latn<< >>mcm<< >>mfe<< >>mol<< >>mwl<< >>mxi<< >>mzs<< >>nap<< >>nrf<< >>oci<< >>osc<< >>osp<< >>osp_Latn<< >>pap<< >>pcd<< >>pln<< >>pms<< >>por<< >>pov<< >>pre<< >>pro<< >>rcf<< >>rgn<< >>roh<< >>ron<< >>ruo<< >>rup<< >>ruq<< >>scf<< >>scn<< >>spa<< >>spq<< >>spx<< >>srd<< >>tmg<< >>tvy<< >>vec<< >>vkp<< >>wln<< >>xfa<< >>xum<< >>xxx<< - **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-itc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) - **Resources for more information:** - [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/deu%2Beng%2Bfra%2Bpor%2Bspa-itc/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) - [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) - [More information about MarianNMT models in the transformers library](https://huggingface.co./docs/transformers/model_doc/marian) - [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/) - [HPLT bilingual data v1 (as part of the Tatoeba Translation Challenge dataset)](https://hplt-project.org/datasets/v1) - [A massively parallel Bible corpus](https://aclanthology.org/L14-1215/) This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of `>>id<<` (id = valid target language ID), e.g. `>>acf<<` ## Uses This model can be used for translation and text-to-text generation. ## Risks, Limitations and Biases **CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.** Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). ## How to Get Started With the Model A short example code: ```python from transformers import MarianMTModel, MarianTokenizer src_text = [ ">>acf<< Replace this with text in an accepted source language.", ">>wln<< This is the second sentence." ] model_name = "pytorch-models/opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc" tokenizer = MarianTokenizer.from_pretrained(model_name) model = MarianMTModel.from_pretrained(model_name) translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True)) for t in translated: print( tokenizer.decode(t, skip_special_tokens=True) ) ``` You can also use OPUS-MT models with the transformers pipelines, for example: ```python from transformers import pipeline pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-deu_eng_fra_por_spa-itc") print(pipe(">>acf<< Replace this with text in an accepted source language.")) ``` ## Training - **Data**: opusTCv20230926max50+bt+jhubc ([source](https://github.com/Helsinki-NLP/Tatoeba-Challenge)) - **Pre-processing**: SentencePiece (spm32k,spm32k) - **Model Type:** transformer-big - **Original MarianNMT Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-itc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip) - **Training Scripts**: [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) ## Evaluation * [Model scores at the OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/deu%2Beng%2Bfra%2Bpor%2Bspa-itc/opusTCv20230926max50%2Bbt%2Bjhubc_transformer-big_2024-05-30) * test set translations: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-itc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.test.txt) * test set scores: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu+eng+fra+por+spa-itc/opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-29.eval.txt) * benchmark results: [benchmark_results.txt](benchmark_results.txt) * benchmark output: [benchmark_translations.zip](benchmark_translations.zip) | langpair | testset | chr-F | BLEU | #sent | #words | |----------|---------|-------|-------|-------|--------| | deu-cat | tatoeba-test-v2021-08-07 | 0.63465 | 44.3 | 723 | 5539 | | deu-fra | tatoeba-test-v2021-08-07 | 0.68258 | 50.7 | 12418 | 102721 | | deu-ita | tatoeba-test-v2021-08-07 | 0.68502 | 47.4 | 10094 | 75504 | | deu-lad | tatoeba-test-v2021-08-07 | 0.38047 | 22.0 | 220 | 1130 | | deu-lat | tatoeba-test-v2021-08-07 | 0.42567 | 16.2 | 2016 | 10538 | | deu-por | tatoeba-test-v2021-08-07 | 0.63684 | 43.1 | 10000 | 81482 | | deu-ron | tatoeba-test-v2021-08-07 | 0.64207 | 42.6 | 1141 | 7432 | | deu-spa | tatoeba-test-v2021-08-07 | 0.68333 | 49.4 | 10521 | 82570 | | eng-cat | tatoeba-test-v2021-08-07 | 0.67724 | 49.1 | 1631 | 12344 | | eng-fra | tatoeba-test-v2021-08-07 | 0.68777 | 51.6 | 12681 | 106378 | | eng-glg | tatoeba-test-v2021-08-07 | 0.64530 | 45.2 | 1015 | 7881 | | eng-ita | tatoeba-test-v2021-08-07 | 0.72115 | 53.3 | 17320 | 116336 | | eng-lad | tatoeba-test-v2021-08-07 | 0.43857 | 24.2 | 768 | 4105 | | eng-lad_Latn | tatoeba-test-v2021-08-07 | 0.50848 | 27.6 | 672 | 3580 | | eng-lat | tatoeba-test-v2021-08-07 | 0.45710 | 20.0 | 10298 | 76510 | | eng-por | tatoeba-test-v2021-08-07 | 0.72159 | 53.4 | 13222 | 105265 | | eng-ron | tatoeba-test-v2021-08-07 | 0.67835 | 47.1 | 5508 | 40367 | | eng-spa | tatoeba-test-v2021-08-07 | 0.72875 | 55.8 | 16583 | 134710 | | fra-cat | tatoeba-test-v2021-08-07 | 0.65547 | 44.6 | 700 | 5342 | | fra-fra | tatoeba-test-v2021-08-07 | 0.61650 | 39.9 | 1000 | 7757 | | fra-ita | tatoeba-test-v2021-08-07 | 0.72739 | 53.5 | 10091 | 62060 | | fra-por | tatoeba-test-v2021-08-07 | 0.70655 | 52.0 | 10518 | 77650 | | fra-ron | tatoeba-test-v2021-08-07 | 0.65399 | 43.7 | 1925 | 12252 | | fra-spa | tatoeba-test-v2021-08-07 | 0.72083 | 54.8 | 10294 | 78406 | | por-cat | tatoeba-test-v2021-08-07 | 0.71178 | 52.0 | 747 | 6149 | | por-fra | tatoeba-test-v2021-08-07 | 0.75691 | 60.4 | 10518 | 80459 | | por-glg | tatoeba-test-v2021-08-07 | 0.74818 | 57.6 | 433 | 3016 | | por-ita | tatoeba-test-v2021-08-07 | 0.76899 | 58.7 | 3066 | 24897 | | por-por | tatoeba-test-v2021-08-07 | 0.71775 | 51.0 | 2500 | 19220 | | por-ron | tatoeba-test-v2021-08-07 | 0.69517 | 47.8 | 681 | 4521 | | por-spa | tatoeba-test-v2021-08-07 | 0.79442 | 64.9 | 10947 | 87335 | | spa-cat | tatoeba-test-v2021-08-07 | 0.81845 | 66.3 | 1534 | 12343 | | spa-fra | tatoeba-test-v2021-08-07 | 0.73277 | 57.4 | 10294 | 83501 | | spa-glg | tatoeba-test-v2021-08-07 | 0.76118 | 61.5 | 2121 | 16581 | | spa-ita | tatoeba-test-v2021-08-07 | 0.76742 | 59.5 | 5000 | 34515 | | spa-lad | tatoeba-test-v2021-08-07 | 0.43064 | 23.4 | 276 | 1464 | | spa-lad_Latn | tatoeba-test-v2021-08-07 | 0.50795 | 27.1 | 239 | 1254 | | spa-lat | tatoeba-test-v2021-08-07 | 0.44044 | 18.8 | 3129 | 27685 | | spa-por | tatoeba-test-v2021-08-07 | 0.76951 | 60.7 | 10947 | 87610 | | spa-ron | tatoeba-test-v2021-08-07 | 0.67782 | 45.9 | 1959 | 12503 | | spa-spa | tatoeba-test-v2021-08-07 | 0.67346 | 49.6 | 2500 | 21469 | | deu-ast | flores101-devtest | 0.53230 | 21.5 | 1012 | 24572 | | deu-cat | flores101-devtest | 0.58466 | 31.6 | 1012 | 27304 | | deu-fra | flores101-devtest | 0.62370 | 36.5 | 1012 | 28343 | | deu-glg | flores101-devtest | 0.55693 | 28.0 | 1012 | 26582 | | deu-oci | flores101-devtest | 0.52253 | 22.3 | 1012 | 27305 | | deu-por | flores101-devtest | 0.60688 | 34.8 | 1012 | 26519 | | deu-ron | flores101-devtest | 0.57333 | 30.3 | 1012 | 26799 | | eng-cat | flores101-devtest | 0.66607 | 42.5 | 1012 | 27304 | | eng-fra | flores101-devtest | 0.70492 | 48.8 | 1012 | 28343 | | eng-por | flores101-devtest | 0.71112 | 49.3 | 1012 | 26519 | | eng-ron | flores101-devtest | 0.64856 | 40.3 | 1012 | 26799 | | fra-oci | flores101-devtest | 0.58559 | 29.2 | 1012 | 27305 | | fra-ron | flores101-devtest | 0.58922 | 32.1 | 1012 | 26799 | | por-kea | flores101-devtest | 0.40779 | 12.8 | 1012 | 25540 | | por-oci | flores101-devtest | 0.57016 | 27.5 | 1012 | 27305 | | spa-ast | flores101-devtest | 0.49666 | 16.3 | 1012 | 24572 | | spa-cat | flores101-devtest | 0.54015 | 23.2 | 1012 | 27304 | | spa-glg | flores101-devtest | 0.52923 | 22.1 | 1012 | 26582 | | spa-oci | flores101-devtest | 0.49285 | 17.2 | 1012 | 27305 | | spa-por | flores101-devtest | 0.55944 | 25.7 | 1012 | 26519 | | spa-ron | flores101-devtest | 0.53282 | 23.3 | 1012 | 26799 | | deu-ast | flores200-devtest | 0.53782 | 22.1 | 1012 | 24572 | | deu-cat | flores200-devtest | 0.58846 | 32.2 | 1012 | 27304 | | deu-fra | flores200-devtest | 0.62803 | 37.2 | 1012 | 28343 | | deu-fur | flores200-devtest | 0.46372 | 18.7 | 1012 | 29171 | | deu-glg | flores200-devtest | 0.56229 | 28.7 | 1012 | 26582 | | deu-hat | flores200-devtest | 0.46752 | 15.7 | 1012 | 25833 | | deu-ita | flores200-devtest | 0.55344 | 25.8 | 1012 | 27306 | | deu-lij | flores200-devtest | 0.40732 | 11.8 | 1012 | 28625 | | deu-oci | flores200-devtest | 0.52749 | 23.1 | 1012 | 27305 | | deu-pap | flores200-devtest | 0.49721 | 22.4 | 1012 | 28016 | | deu-por | flores200-devtest | 0.60818 | 34.7 | 1012 | 26519 | | deu-ron | flores200-devtest | 0.57873 | 31.1 | 1012 | 26799 | | deu-spa | flores200-devtest | 0.52442 | 24.4 | 1012 | 29199 | | deu-srd | flores200-devtest | 0.45629 | 16.1 | 1012 | 28322 | | eng-ast | flores200-devtest | 0.59255 | 27.8 | 1012 | 24572 | | eng-cat | flores200-devtest | 0.66809 | 42.8 | 1012 | 27304 | | eng-fra | flores200-devtest | 0.71001 | 49.5 | 1012 | 28343 | | eng-fur | flores200-devtest | 0.49164 | 23.0 | 1012 | 29171 | | eng-glg | flores200-devtest | 0.62349 | 36.1 | 1012 | 26582 | | eng-hat | flores200-devtest | 0.51720 | 21.3 | 1012 | 25833 | | eng-ita | flores200-devtest | 0.58898 | 29.7 | 1012 | 27306 | | eng-lij | flores200-devtest | 0.43644 | 14.8 | 1012 | 28625 | | eng-oci | flores200-devtest | 0.63245 | 35.2 | 1012 | 27305 | | eng-pap | flores200-devtest | 0.56775 | 30.4 | 1012 | 28016 | | eng-por | flores200-devtest | 0.71438 | 50.0 | 1012 | 26519 | | eng-ron | flores200-devtest | 0.65373 | 41.2 | 1012 | 26799 | | eng-spa | flores200-devtest | 0.55784 | 27.6 | 1012 | 29199 | | eng-srd | flores200-devtest | 0.49876 | 21.0 | 1012 | 28322 | | fra-ast | flores200-devtest | 0.53904 | 22.0 | 1012 | 24572 | | fra-cat | flores200-devtest | 0.60549 | 34.5 | 1012 | 27304 | | fra-fur | flores200-devtest | 0.49119 | 21.4 | 1012 | 29171 | | fra-glg | flores200-devtest | 0.57998 | 31.3 | 1012 | 26582 | | fra-hat | flores200-devtest | 0.52018 | 20.7 | 1012 | 25833 | | fra-ita | flores200-devtest | 0.56470 | 27.0 | 1012 | 27306 | | fra-lij | flores200-devtest | 0.43180 | 13.6 | 1012 | 28625 | | fra-oci | flores200-devtest | 0.58268 | 29.2 | 1012 | 27305 | | fra-pap | flores200-devtest | 0.51029 | 23.6 | 1012 | 28016 | | fra-por | flores200-devtest | 0.62540 | 37.5 | 1012 | 26519 | | fra-ron | flores200-devtest | 0.59255 | 32.7 | 1012 | 26799 | | fra-spa | flores200-devtest | 0.53001 | 24.4 | 1012 | 29199 | | fra-srd | flores200-devtest | 0.47645 | 17.9 | 1012 | 28322 | | por-ast | flores200-devtest | 0.55369 | 23.9 | 1012 | 24572 | | por-cat | flores200-devtest | 0.61981 | 36.4 | 1012 | 27304 | | por-fra | flores200-devtest | 0.64654 | 40.4 | 1012 | 28343 | | por-fur | flores200-devtest | 0.50078 | 22.1 | 1012 | 29171 | | por-glg | flores200-devtest | 0.58336 | 31.1 | 1012 | 26582 | | por-hat | flores200-devtest | 0.48834 | 18.0 | 1012 | 25833 | | por-ita | flores200-devtest | 0.56077 | 26.7 | 1012 | 27306 | | por-kea | flores200-devtest | 0.42451 | 13.6 | 1012 | 25540 | | por-lij | flores200-devtest | 0.43715 | 13.4 | 1012 | 28625 | | por-oci | flores200-devtest | 0.57143 | 28.1 | 1012 | 27305 | | por-pap | flores200-devtest | 0.52192 | 25.0 | 1012 | 28016 | | por-ron | flores200-devtest | 0.59962 | 34.2 | 1012 | 26799 | | por-spa | flores200-devtest | 0.53772 | 25.6 | 1012 | 29199 | | por-srd | flores200-devtest | 0.48882 | 18.8 | 1012 | 28322 | | spa-ast | flores200-devtest | 0.49512 | 16.3 | 1012 | 24572 | | spa-cat | flores200-devtest | 0.53968 | 23.1 | 1012 | 27304 | | spa-fra | flores200-devtest | 0.57461 | 27.9 | 1012 | 28343 | | spa-fur | flores200-devtest | 0.45785 | 16.1 | 1012 | 29171 | | spa-glg | flores200-devtest | 0.52933 | 22.2 | 1012 | 26582 | | spa-hat | flores200-devtest | 0.44627 | 13.0 | 1012 | 25833 | | spa-ita | flores200-devtest | 0.53063 | 22.4 | 1012 | 27306 | | spa-oci | flores200-devtest | 0.49293 | 17.4 | 1012 | 27305 | | spa-pap | flores200-devtest | 0.46595 | 17.7 | 1012 | 28016 | | spa-por | flores200-devtest | 0.56138 | 25.9 | 1012 | 26519 | | spa-ron | flores200-devtest | 0.53609 | 23.8 | 1012 | 26799 | | spa-srd | flores200-devtest | 0.44898 | 13.3 | 1012 | 28322 | | deu-fra | generaltest2022 | 0.60634 | 37.4 | 1984 | 38276 | | deu-fra | multi30k_test_2016_flickr | 0.62595 | 38.5 | 1000 | 13505 | | eng-fra | multi30k_test_2016_flickr | 0.71630 | 51.4 | 1000 | 13505 | | deu-fra | multi30k_test_2017_flickr | 0.62733 | 37.3 | 1000 | 12118 | | eng-fra | multi30k_test_2017_flickr | 0.71850 | 50.8 | 1000 | 12118 | | deu-fra | multi30k_test_2017_mscoco | 0.59089 | 33.8 | 461 | 5484 | | eng-fra | multi30k_test_2017_mscoco | 0.73129 | 54.1 | 461 | 5484 | | deu-fra | multi30k_test_2018_flickr | 0.57155 | 30.9 | 1071 | 15867 | | eng-fra | multi30k_test_2018_flickr | 0.65461 | 41.9 | 1071 | 15867 | | eng-fra | newsdiscusstest2015 | 0.63660 | 38.5 | 1500 | 27975 | | deu-fra | newssyscomb2009 | 0.56035 | 27.6 | 502 | 12331 | | deu-ita | newssyscomb2009 | 0.55722 | 25.1 | 502 | 11551 | | deu-spa | newssyscomb2009 | 0.55595 | 28.5 | 502 | 12503 | | eng-fra | newssyscomb2009 | 0.58465 | 29.5 | 502 | 12331 | | eng-ita | newssyscomb2009 | 0.60792 | 31.3 | 502 | 11551 | | eng-spa | newssyscomb2009 | 0.58219 | 31.0 | 502 | 12503 | | fra-ita | newssyscomb2009 | 0.61352 | 31.9 | 502 | 11551 | | fra-spa | newssyscomb2009 | 0.60430 | 34.3 | 502 | 12503 | | spa-fra | newssyscomb2009 | 0.61491 | 34.6 | 502 | 12331 | | spa-ita | newssyscomb2009 | 0.61861 | 33.7 | 502 | 11551 | | deu-fra | newstest2008 | 0.54926 | 26.3 | 2051 | 52685 | | deu-spa | newstest2008 | 0.53902 | 25.5 | 2051 | 52586 | | eng-fra | newstest2008 | 0.55358 | 26.8 | 2051 | 52685 | | eng-spa | newstest2008 | 0.56491 | 29.5 | 2051 | 52586 | | fra-spa | newstest2008 | 0.58764 | 33.0 | 2051 | 52586 | | spa-fra | newstest2008 | 0.58848 | 32.4 | 2051 | 52685 | | deu-fra | newstest2009 | 0.53870 | 25.4 | 2525 | 69263 | | deu-ita | newstest2009 | 0.54509 | 24.4 | 2525 | 63466 | | deu-spa | newstest2009 | 0.53769 | 25.7 | 2525 | 68111 | | eng-fra | newstest2009 | 0.57566 | 29.3 | 2525 | 69263 | | eng-ita | newstest2009 | 0.60372 | 31.4 | 2525 | 63466 | | eng-spa | newstest2009 | 0.57913 | 30.0 | 2525 | 68111 | | fra-ita | newstest2009 | 0.59749 | 30.5 | 2525 | 63466 | | fra-spa | newstest2009 | 0.58921 | 32.1 | 2525 | 68111 | | spa-fra | newstest2009 | 0.59195 | 32.3 | 2525 | 69263 | | spa-ita | newstest2009 | 0.61007 | 33.0 | 2525 | 63466 | | deu-fra | newstest2010 | 0.57888 | 29.5 | 2489 | 66022 | | deu-spa | newstest2010 | 0.59408 | 32.7 | 2489 | 65480 | | eng-fra | newstest2010 | 0.59588 | 32.4 | 2489 | 66022 | | eng-spa | newstest2010 | 0.61978 | 36.6 | 2489 | 65480 | | fra-spa | newstest2010 | 0.62513 | 37.7 | 2489 | 65480 | | spa-fra | newstest2010 | 0.62193 | 36.1 | 2489 | 66022 | | deu-fra | newstest2011 | 0.55704 | 27.5 | 3003 | 80626 | | deu-spa | newstest2011 | 0.56696 | 30.4 | 3003 | 79476 | | eng-fra | newstest2011 | 0.61071 | 34.3 | 3003 | 80626 | | eng-spa | newstest2011 | 0.62126 | 38.7 | 3003 | 79476 | | fra-spa | newstest2011 | 0.63139 | 40.0 | 3003 | 79476 | | spa-fra | newstest2011 | 0.61258 | 35.2 | 3003 | 80626 | | deu-fra | newstest2012 | 0.56034 | 27.6 | 3003 | 78011 | | deu-spa | newstest2012 | 0.57336 | 31.6 | 3003 | 79006 | | eng-fra | newstest2012 | 0.59264 | 31.9 | 3003 | 78011 | | eng-spa | newstest2012 | 0.62568 | 39.1 | 3003 | 79006 | | fra-spa | newstest2012 | 0.62725 | 39.5 | 3003 | 79006 | | spa-fra | newstest2012 | 0.61177 | 34.2 | 3003 | 78011 | | deu-fra | newstest2013 | 0.56475 | 29.9 | 3000 | 70037 | | deu-spa | newstest2013 | 0.57187 | 31.9 | 3000 | 70528 | | eng-fra | newstest2013 | 0.58938 | 33.3 | 3000 | 70037 | | eng-spa | newstest2013 | 0.59817 | 35.2 | 3000 | 70528 | | fra-spa | newstest2013 | 0.59482 | 35.1 | 3000 | 70528 | | spa-fra | newstest2013 | 0.59825 | 33.9 | 3000 | 70037 | | eng-fra | newstest2014 | 0.65438 | 40.2 | 3003 | 77306 | | eng-ron | newstest2016 | 0.59473 | 32.2 | 1999 | 48945 | | deu-fra | newstest2019 | 0.62831 | 35.9 | 1701 | 42509 | | deu-fra | newstest2020 | 0.60408 | 33.0 | 1619 | 36890 | | deu-fra | newstest2021 | 0.58913 | 31.3 | 1000 | 23757 | | deu-cat | ntrex128 | 0.55033 | 28.2 | 1997 | 53438 | | deu-fra | ntrex128 | 0.55854 | 28.5 | 1997 | 53481 | | deu-glg | ntrex128 | 0.55034 | 27.8 | 1997 | 50432 | | deu-ita | ntrex128 | 0.55733 | 26.6 | 1997 | 50759 | | deu-por | ntrex128 | 0.54208 | 26.0 | 1997 | 51631 | | deu-ron | ntrex128 | 0.52839 | 26.6 | 1997 | 53498 | | deu-spa | ntrex128 | 0.56966 | 30.8 | 1997 | 54107 | | eng-cat | ntrex128 | 0.61431 | 36.3 | 1997 | 53438 | | eng-fra | ntrex128 | 0.61695 | 35.5 | 1997 | 53481 | | eng-glg | ntrex128 | 0.62390 | 37.2 | 1997 | 50432 | | eng-ita | ntrex128 | 0.62209 | 36.1 | 1997 | 50759 | | eng-por | ntrex128 | 0.59859 | 33.5 | 1997 | 51631 | | eng-ron | ntrex128 | 0.58128 | 33.4 | 1997 | 53498 | | eng-spa | ntrex128 | 0.64099 | 40.3 | 1997 | 54107 | | fra-cat | ntrex128 | 0.55093 | 28.1 | 1997 | 53438 | | fra-glg | ntrex128 | 0.55325 | 28.0 | 1997 | 50432 | | fra-ita | ntrex128 | 0.56188 | 27.4 | 1997 | 50759 | | fra-por | ntrex128 | 0.54001 | 25.6 | 1997 | 51631 | | fra-ron | ntrex128 | 0.51853 | 24.8 | 1997 | 53498 | | fra-spa | ntrex128 | 0.57116 | 31.0 | 1997 | 54107 | | por-cat | ntrex128 | 0.57962 | 31.6 | 1997 | 53438 | | por-fra | ntrex128 | 0.56910 | 28.9 | 1997 | 53481 | | por-glg | ntrex128 | 0.57389 | 30.3 | 1997 | 50432 | | por-ita | ntrex128 | 0.58788 | 30.6 | 1997 | 50759 | | por-ron | ntrex128 | 0.54276 | 28.0 | 1997 | 53498 | | por-spa | ntrex128 | 0.59565 | 34.2 | 1997 | 54107 | | spa-cat | ntrex128 | 0.60605 | 34.0 | 1997 | 53438 | | spa-fra | ntrex128 | 0.57501 | 29.6 | 1997 | 53481 | | spa-glg | ntrex128 | 0.61300 | 34.4 | 1997 | 50432 | | spa-ita | ntrex128 | 0.57868 | 28.9 | 1997 | 50759 | | spa-por | ntrex128 | 0.56730 | 29.1 | 1997 | 51631 | | spa-ron | ntrex128 | 0.54222 | 27.9 | 1997 | 53498 | | eng-fra | tico19-test | 0.62989 | 40.1 | 2100 | 64661 | | eng-por | tico19-test | 0.72708 | 50.0 | 2100 | 62729 | | eng-spa | tico19-test | 0.73154 | 52.0 | 2100 | 66563 | | fra-por | tico19-test | 0.58383 | 34.1 | 2100 | 62729 | | fra-spa | tico19-test | 0.59581 | 37.0 | 2100 | 66563 | | por-fra | tico19-test | 0.59798 | 34.4 | 2100 | 64661 | | por-spa | tico19-test | 0.68332 | 45.4 | 2100 | 66563 | | spa-fra | tico19-test | 0.60469 | 35.5 | 2100 | 64661 | | spa-por | tico19-test | 0.67898 | 42.8 | 2100 | 62729 | ## Citation Information * Publications: [Democratizing neural machine translation with OPUS-MT](https://doi.org/10.1007/s10579-023-09704-w) and [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.) ```bibtex @article{tiedemann2023democratizing, title={Democratizing neural machine translation with {OPUS-MT}}, author={Tiedemann, J{\"o}rg and Aulamo, Mikko and Bakshandaeva, Daria and Boggia, Michele and Gr{\"o}nroos, Stig-Arne and Nieminen, Tommi and Raganato, Alessandro and Scherrer, Yves and Vazquez, Raul and Virpioja, Sami}, journal={Language Resources and Evaluation}, number={58}, pages={713--755}, year={2023}, publisher={Springer Nature}, issn={1574-0218}, doi={10.1007/s10579-023-09704-w} } @inproceedings{tiedemann-thottingal-2020-opus, title = "{OPUS}-{MT} {--} Building open translation services for the World", author = {Tiedemann, J{\"o}rg and Thottingal, Santhosh}, booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation", month = nov, year = "2020", address = "Lisboa, Portugal", publisher = "European Association for Machine Translation", url = "https://aclanthology.org/2020.eamt-1.61", pages = "479--480", } @inproceedings{tiedemann-2020-tatoeba, title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}", author = {Tiedemann, J{\"o}rg}, booktitle = "Proceedings of the Fifth Conference on Machine Translation", month = nov, year = "2020", address = "Online", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2020.wmt-1.139", pages = "1174--1182", } ``` ## Acknowledgements The work is supported by the [HPLT project](https://hplt-project.org/), funded by the European Union’s Horizon Europe research and innovation programme under grant agreement No 101070350. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland, and the [EuroHPC supercomputer LUMI](https://www.lumi-supercomputer.eu/). ## Model conversion info * transformers version: 4.45.1 * OPUS-MT git hash: 0882077 * port time: Tue Oct 8 10:16:22 EEST 2024 * port machine: LM0-400-22516.local