--- library_name: transformers language: - acf - an - ast - ca - cbk - co - crs - de - egl - en - es - ext - fr - frm - fro - frp - fur - gcf - gl - ht - it - kea - la - lad - lij - lld - lmo - lou - mfe - mo - mwl - nap - oc - osp - pap - pcd - pms - pt - rm - ro - rup - sc - scn - vec - wa tags: - translation - opus-mt-tc-bible license: apache-2.0 model-index: - name: opus-mt-tc-bible-big-itc-deu_eng_fra_por_spa results: - task: name: Translation ast-deu type: translation args: ast-deu dataset: name: flores200-devtest type: flores200-devtest args: ast-deu metrics: - name: BLEU type: bleu value: 24.8 - name: chr-F type: chrf value: 0.53776 - task: name: Translation ast-eng type: translation args: ast-eng dataset: name: flores200-devtest type: flores200-devtest args: ast-eng metrics: - name: BLEU type: bleu value: 36.8 - name: chr-F type: chrf value: 0.61482 - task: name: Translation ast-fra type: translation args: ast-fra dataset: name: flores200-devtest type: flores200-devtest args: ast-fra metrics: - name: BLEU type: bleu value: 31.3 - name: chr-F type: chrf value: 0.56504 - task: name: Translation ast-por type: translation args: ast-por dataset: name: flores200-devtest type: flores200-devtest args: ast-por metrics: - name: BLEU type: bleu value: 31.1 - name: chr-F type: chrf value: 0.57158 - task: name: Translation ast-spa type: translation args: ast-spa dataset: name: flores200-devtest type: flores200-devtest args: ast-spa metrics: - name: BLEU type: bleu value: 21.2 - name: chr-F type: chrf value: 0.49579 - task: name: Translation cat-deu type: translation args: cat-deu dataset: name: flores200-devtest type: flores200-devtest args: cat-deu metrics: - name: BLEU type: bleu value: 29.2 - name: chr-F type: chrf value: 0.58203 - task: name: Translation cat-eng type: translation args: cat-eng dataset: name: flores200-devtest type: flores200-devtest args: cat-eng metrics: - name: BLEU type: bleu value: 44.6 - name: chr-F type: chrf value: 0.69165 - task: name: Translation cat-fra type: translation args: cat-fra dataset: name: flores200-devtest type: flores200-devtest args: cat-fra metrics: - name: BLEU type: bleu value: 38.9 - name: chr-F type: chrf value: 0.63612 - task: name: Translation cat-por type: translation args: cat-por dataset: name: flores200-devtest type: flores200-devtest args: cat-por metrics: - name: BLEU type: bleu value: 37.7 - name: chr-F type: chrf value: 0.62911 - task: name: Translation cat-spa type: translation args: cat-spa dataset: name: flores200-devtest type: flores200-devtest args: cat-spa metrics: - name: BLEU type: bleu value: 24.6 - name: chr-F type: chrf value: 0.53320 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: flores200-devtest type: flores200-devtest args: fra-deu metrics: - name: BLEU type: bleu value: 29.1 - name: chr-F type: chrf value: 0.58592 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: flores200-devtest type: flores200-devtest args: fra-eng metrics: - name: BLEU type: bleu value: 43.8 - name: chr-F type: chrf value: 0.68067 - task: name: Translation fra-por type: translation args: fra-por dataset: name: flores200-devtest type: flores200-devtest args: fra-por metrics: - name: BLEU type: bleu value: 37.0 - name: chr-F type: chrf value: 0.62388 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: flores200-devtest type: flores200-devtest args: fra-spa metrics: - name: BLEU type: bleu value: 24.4 - name: chr-F type: chrf value: 0.52983 - task: name: Translation fur-deu type: translation args: fur-deu dataset: name: flores200-devtest type: flores200-devtest args: fur-deu metrics: - name: BLEU type: bleu value: 21.8 - name: chr-F type: chrf value: 0.51969 - task: name: Translation fur-eng type: translation args: fur-eng dataset: name: flores200-devtest type: flores200-devtest args: fur-eng metrics: - name: BLEU type: bleu value: 34.3 - name: chr-F type: chrf value: 0.60793 - task: name: Translation fur-fra type: translation args: fur-fra dataset: name: flores200-devtest type: flores200-devtest args: fur-fra metrics: - name: BLEU type: bleu value: 30.0 - name: chr-F type: chrf value: 0.56989 - task: name: Translation fur-por type: translation args: fur-por dataset: name: flores200-devtest type: flores200-devtest args: fur-por metrics: - name: BLEU type: bleu value: 29.3 - name: chr-F type: chrf value: 0.56207 - task: name: Translation fur-spa type: translation args: fur-spa dataset: name: flores200-devtest type: flores200-devtest args: fur-spa metrics: - name: BLEU type: bleu value: 20.0 - name: chr-F type: chrf value: 0.48436 - task: name: Translation glg-deu type: translation args: glg-deu dataset: name: flores200-devtest type: flores200-devtest args: glg-deu metrics: - name: BLEU type: bleu value: 27.7 - name: chr-F type: chrf value: 0.57369 - task: name: Translation glg-eng type: translation args: glg-eng dataset: name: flores200-devtest type: flores200-devtest args: glg-eng metrics: - name: BLEU type: bleu value: 40.0 - name: chr-F type: chrf value: 0.66358 - task: name: Translation glg-fra type: translation args: glg-fra dataset: name: flores200-devtest type: flores200-devtest args: glg-fra metrics: - name: BLEU type: bleu value: 36.5 - name: chr-F type: chrf value: 0.62487 - task: name: Translation glg-por type: translation args: glg-por dataset: name: flores200-devtest type: flores200-devtest args: glg-por metrics: - name: BLEU type: bleu value: 32.7 - name: chr-F type: chrf value: 0.60267 - task: name: Translation glg-spa type: translation args: glg-spa dataset: name: flores200-devtest type: flores200-devtest args: glg-spa metrics: - name: BLEU type: bleu value: 24.3 - name: chr-F type: chrf value: 0.53227 - task: name: Translation hat-deu type: translation args: hat-deu dataset: name: flores200-devtest type: flores200-devtest args: hat-deu metrics: - name: BLEU type: bleu value: 19.1 - name: chr-F type: chrf value: 0.49916 - task: name: Translation hat-eng type: translation args: hat-eng dataset: name: flores200-devtest type: flores200-devtest args: hat-eng metrics: - name: BLEU type: bleu value: 32.5 - name: chr-F type: chrf value: 0.59656 - task: name: Translation hat-fra type: translation args: hat-fra dataset: name: flores200-devtest type: flores200-devtest args: hat-fra metrics: - name: BLEU type: bleu value: 35.4 - name: chr-F type: chrf value: 0.61574 - task: name: Translation hat-por type: translation args: hat-por dataset: name: flores200-devtest type: flores200-devtest args: hat-por metrics: - name: BLEU type: bleu value: 27.7 - name: chr-F type: chrf value: 0.55195 - task: name: Translation hat-spa type: translation args: hat-spa dataset: name: flores200-devtest type: flores200-devtest args: hat-spa metrics: - name: BLEU type: bleu value: 18.4 - name: chr-F type: chrf value: 0.47382 - task: name: Translation ita-deu type: translation args: ita-deu dataset: name: flores200-devtest type: flores200-devtest args: ita-deu metrics: - name: BLEU type: bleu value: 24.1 - name: chr-F type: chrf value: 0.55779 - task: name: Translation ita-eng type: translation args: ita-eng dataset: name: flores200-devtest type: flores200-devtest args: ita-eng metrics: - name: BLEU type: bleu value: 32.2 - name: chr-F type: chrf value: 0.61563 - task: name: Translation ita-fra type: translation args: ita-fra dataset: name: flores200-devtest type: flores200-devtest args: ita-fra metrics: - name: BLEU type: bleu value: 31.2 - name: chr-F type: chrf value: 0.60210 - task: name: Translation ita-por type: translation args: ita-por dataset: name: flores200-devtest type: flores200-devtest args: ita-por metrics: - name: BLEU type: bleu value: 28.8 - name: chr-F type: chrf value: 0.58279 - task: name: Translation ita-spa type: translation args: ita-spa dataset: name: flores200-devtest type: flores200-devtest args: ita-spa metrics: - name: BLEU type: bleu value: 23.2 - name: chr-F type: chrf value: 0.52348 - task: name: Translation kea-deu type: translation args: kea-deu dataset: name: flores200-devtest type: flores200-devtest args: kea-deu metrics: - name: BLEU type: bleu value: 19.3 - name: chr-F type: chrf value: 0.49089 - task: name: Translation kea-eng type: translation args: kea-eng dataset: name: flores200-devtest type: flores200-devtest args: kea-eng metrics: - name: BLEU type: bleu value: 35.5 - name: chr-F type: chrf value: 0.60553 - task: name: Translation kea-fra type: translation args: kea-fra dataset: name: flores200-devtest type: flores200-devtest args: kea-fra metrics: - name: BLEU type: bleu value: 26.6 - name: chr-F type: chrf value: 0.54027 - task: name: Translation kea-por type: translation args: kea-por dataset: name: flores200-devtest type: flores200-devtest args: kea-por metrics: - name: BLEU type: bleu value: 28.9 - name: chr-F type: chrf value: 0.57696 - task: name: Translation kea-spa type: translation args: kea-spa dataset: name: flores200-devtest type: flores200-devtest args: kea-spa metrics: - name: BLEU type: bleu value: 18.0 - name: chr-F type: chrf value: 0.46974 - task: name: Translation lij-deu type: translation args: lij-deu dataset: name: flores200-devtest type: flores200-devtest args: lij-deu metrics: - name: BLEU type: bleu value: 22.7 - name: chr-F type: chrf value: 0.51695 - task: name: Translation lij-eng type: translation args: lij-eng dataset: name: flores200-devtest type: flores200-devtest args: lij-eng metrics: - name: BLEU type: bleu value: 36.2 - name: chr-F type: chrf value: 0.62347 - task: name: Translation lij-fra type: translation args: lij-fra dataset: name: flores200-devtest type: flores200-devtest args: lij-fra metrics: - name: BLEU type: bleu value: 31.4 - name: chr-F type: chrf value: 0.57498 - task: name: Translation lij-por type: translation args: lij-por dataset: name: flores200-devtest type: flores200-devtest args: lij-por metrics: - name: BLEU type: bleu value: 29.4 - name: chr-F type: chrf value: 0.56183 - task: name: Translation lij-spa type: translation args: lij-spa dataset: name: flores200-devtest type: flores200-devtest args: lij-spa metrics: - name: BLEU type: bleu value: 20.0 - name: chr-F type: chrf value: 0.48038 - task: name: Translation lmo-deu type: translation args: lmo-deu dataset: name: flores200-devtest type: flores200-devtest args: lmo-deu metrics: - name: BLEU type: bleu value: 15.4 - name: chr-F type: chrf value: 0.45516 - task: name: Translation lmo-eng type: translation args: lmo-eng dataset: name: flores200-devtest type: flores200-devtest args: lmo-eng metrics: - name: BLEU type: bleu value: 25.5 - name: chr-F type: chrf value: 0.53540 - task: name: Translation lmo-fra type: translation args: lmo-fra dataset: name: flores200-devtest type: flores200-devtest args: lmo-fra metrics: - name: BLEU type: bleu value: 22.2 - name: chr-F type: chrf value: 0.50076 - task: name: Translation lmo-por type: translation args: lmo-por dataset: name: flores200-devtest type: flores200-devtest args: lmo-por metrics: - name: BLEU type: bleu value: 22.9 - name: chr-F type: chrf value: 0.50134 - task: name: Translation lmo-spa type: translation args: lmo-spa dataset: name: flores200-devtest type: flores200-devtest args: lmo-spa metrics: - name: BLEU type: bleu value: 16.2 - name: chr-F type: chrf value: 0.44053 - task: name: Translation oci-deu type: translation args: oci-deu dataset: name: flores200-devtest type: flores200-devtest args: oci-deu metrics: - name: BLEU type: bleu value: 28.7 - name: chr-F type: chrf value: 0.57822 - task: name: Translation oci-eng type: translation args: oci-eng dataset: name: flores200-devtest type: flores200-devtest args: oci-eng metrics: - name: BLEU type: bleu value: 50.7 - name: chr-F type: chrf value: 0.73030 - task: name: Translation oci-fra type: translation args: oci-fra dataset: name: flores200-devtest type: flores200-devtest args: oci-fra metrics: - name: BLEU type: bleu value: 39.7 - name: chr-F type: chrf value: 0.64900 - task: name: Translation oci-por type: translation args: oci-por dataset: name: flores200-devtest type: flores200-devtest args: oci-por metrics: - name: BLEU type: bleu value: 36.9 - name: chr-F type: chrf value: 0.63318 - task: name: Translation oci-spa type: translation args: oci-spa dataset: name: flores200-devtest type: flores200-devtest args: oci-spa metrics: - name: BLEU type: bleu value: 22.9 - name: chr-F type: chrf value: 0.52269 - task: name: Translation pap-deu type: translation args: pap-deu dataset: name: flores200-devtest type: flores200-devtest args: pap-deu metrics: - name: BLEU type: bleu value: 23.2 - name: chr-F type: chrf value: 0.53166 - task: name: Translation pap-eng type: translation args: pap-eng dataset: name: flores200-devtest type: flores200-devtest args: pap-eng metrics: - name: BLEU type: bleu value: 44.6 - name: chr-F type: chrf value: 0.68541 - task: name: Translation pap-fra type: translation args: pap-fra dataset: name: flores200-devtest type: flores200-devtest args: pap-fra metrics: - name: BLEU type: bleu value: 30.5 - name: chr-F type: chrf value: 0.57224 - task: name: Translation pap-por type: translation args: pap-por dataset: name: flores200-devtest type: flores200-devtest args: pap-por metrics: - name: BLEU type: bleu value: 33.2 - name: chr-F type: chrf value: 0.59064 - task: name: Translation pap-spa type: translation args: pap-spa dataset: name: flores200-devtest type: flores200-devtest args: pap-spa metrics: - name: BLEU type: bleu value: 21.7 - name: chr-F type: chrf value: 0.49601 - task: name: Translation por-deu type: translation args: por-deu dataset: name: flores200-devtest type: flores200-devtest args: por-deu metrics: - name: BLEU type: bleu value: 30.3 - name: chr-F type: chrf value: 0.59047 - task: name: Translation por-eng type: translation args: por-eng dataset: name: flores200-devtest type: flores200-devtest args: por-eng metrics: - name: BLEU type: bleu value: 48.0 - name: chr-F type: chrf value: 0.71096 - task: name: Translation por-fra type: translation args: por-fra dataset: name: flores200-devtest type: flores200-devtest args: por-fra metrics: - name: BLEU type: bleu value: 40.1 - name: chr-F type: chrf value: 0.64555 - task: name: Translation por-spa type: translation args: por-spa dataset: name: flores200-devtest type: flores200-devtest args: por-spa metrics: - name: BLEU type: bleu value: 25.1 - name: chr-F type: chrf value: 0.53400 - task: name: Translation ron-deu type: translation args: ron-deu dataset: name: flores200-devtest type: flores200-devtest args: ron-deu metrics: - name: BLEU type: bleu value: 28.7 - name: chr-F type: chrf value: 0.58428 - task: name: Translation ron-eng type: translation args: ron-eng dataset: name: flores200-devtest type: flores200-devtest args: ron-eng metrics: - name: BLEU type: bleu value: 41.8 - name: chr-F type: chrf value: 0.67719 - task: name: Translation ron-fra type: translation args: ron-fra dataset: name: flores200-devtest type: flores200-devtest args: ron-fra metrics: - name: BLEU type: bleu value: 37.6 - name: chr-F type: chrf value: 0.63678 - task: name: Translation ron-por type: translation args: ron-por dataset: name: flores200-devtest type: flores200-devtest args: ron-por metrics: - name: BLEU type: bleu value: 36.1 - name: chr-F type: chrf value: 0.62371 - task: name: Translation ron-spa type: translation args: ron-spa dataset: name: flores200-devtest type: flores200-devtest args: ron-spa metrics: - name: BLEU type: bleu value: 24.5 - name: chr-F type: chrf value: 0.53150 - task: name: Translation scn-deu type: translation args: scn-deu dataset: name: flores200-devtest type: flores200-devtest args: scn-deu metrics: - name: BLEU type: bleu value: 19.2 - name: chr-F type: chrf value: 0.48102 - task: name: Translation scn-eng type: translation args: scn-eng dataset: name: flores200-devtest type: flores200-devtest args: scn-eng metrics: - name: BLEU type: bleu value: 29.6 - name: chr-F type: chrf value: 0.55782 - task: name: Translation scn-fra type: translation args: scn-fra dataset: name: flores200-devtest type: flores200-devtest args: scn-fra metrics: - name: BLEU type: bleu value: 26.1 - name: chr-F type: chrf value: 0.52773 - task: name: Translation scn-por type: translation args: scn-por dataset: name: flores200-devtest type: flores200-devtest args: scn-por metrics: - name: BLEU type: bleu value: 25.2 - name: chr-F type: chrf value: 0.51894 - task: name: Translation scn-spa type: translation args: scn-spa dataset: name: flores200-devtest type: flores200-devtest args: scn-spa metrics: - name: BLEU type: bleu value: 17.9 - name: chr-F type: chrf value: 0.45724 - task: name: Translation spa-deu type: translation args: spa-deu dataset: name: flores200-devtest type: flores200-devtest args: spa-deu metrics: - name: BLEU type: bleu value: 21.5 - name: chr-F type: chrf value: 0.53451 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: flores200-devtest type: flores200-devtest args: spa-eng metrics: - name: BLEU type: bleu value: 28.5 - name: chr-F type: chrf value: 0.58896 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: flores200-devtest type: flores200-devtest args: spa-fra metrics: - name: BLEU type: bleu value: 27.6 - name: chr-F type: chrf value: 0.57406 - task: name: Translation spa-por type: translation args: spa-por dataset: name: flores200-devtest type: flores200-devtest args: spa-por metrics: - name: BLEU type: bleu value: 25.2 - name: chr-F type: chrf value: 0.55749 - task: name: Translation srd-deu type: translation args: srd-deu dataset: name: flores200-devtest type: flores200-devtest args: srd-deu metrics: - name: BLEU type: bleu value: 19.9 - name: chr-F type: chrf value: 0.49238 - task: name: Translation srd-eng type: translation args: srd-eng dataset: name: flores200-devtest type: flores200-devtest args: srd-eng metrics: - name: BLEU type: bleu value: 34.2 - name: chr-F type: chrf value: 0.59392 - task: name: Translation srd-fra type: translation args: srd-fra dataset: name: flores200-devtest type: flores200-devtest args: srd-fra metrics: - name: BLEU type: bleu value: 27.6 - name: chr-F type: chrf value: 0.54003 - task: name: Translation srd-por type: translation args: srd-por dataset: name: flores200-devtest type: flores200-devtest args: srd-por metrics: - name: BLEU type: bleu value: 27.9 - name: chr-F type: chrf value: 0.53842 - task: name: Translation srd-spa type: translation args: srd-spa dataset: name: flores200-devtest type: flores200-devtest args: srd-spa metrics: - name: BLEU type: bleu value: 18.2 - name: chr-F type: chrf value: 0.46002 - task: name: Translation vec-deu type: translation args: vec-deu dataset: name: flores200-devtest type: flores200-devtest args: vec-deu metrics: - name: BLEU type: bleu value: 19.3 - name: chr-F type: chrf value: 0.48795 - task: name: Translation vec-eng type: translation args: vec-eng dataset: name: flores200-devtest type: flores200-devtest args: vec-eng metrics: - name: BLEU type: bleu value: 30.7 - name: chr-F type: chrf value: 0.56840 - task: name: Translation vec-fra type: translation args: vec-fra dataset: name: flores200-devtest type: flores200-devtest args: vec-fra metrics: - name: BLEU type: bleu value: 27.3 - name: chr-F type: chrf value: 0.54164 - task: name: Translation vec-por type: translation args: vec-por dataset: name: flores200-devtest type: flores200-devtest args: vec-por metrics: - name: BLEU type: bleu value: 26.2 - name: chr-F type: chrf value: 0.53482 - task: name: Translation vec-spa type: translation args: vec-spa dataset: name: flores200-devtest type: flores200-devtest args: vec-spa metrics: - name: BLEU type: bleu value: 18.4 - name: chr-F type: chrf value: 0.46588 - task: name: Translation ast-deu type: translation args: ast-deu dataset: name: flores101-devtest type: flores_101 args: ast deu devtest metrics: - name: BLEU type: bleu value: 24.2 - name: chr-F type: chrf value: 0.53243 - task: name: Translation ast-eng type: translation args: ast-eng dataset: name: flores101-devtest type: flores_101 args: ast eng devtest metrics: - name: BLEU type: bleu value: 36.0 - name: chr-F type: chrf value: 0.61235 - task: name: Translation ast-fra type: translation args: ast-fra dataset: name: flores101-devtest type: flores_101 args: ast fra devtest metrics: - name: BLEU type: bleu value: 31.2 - name: chr-F type: chrf value: 0.56687 - task: name: Translation ast-por type: translation args: ast-por dataset: name: flores101-devtest type: flores_101 args: ast por devtest metrics: - name: BLEU type: bleu value: 30.6 - name: chr-F type: chrf value: 0.57033 - task: name: Translation ast-spa type: translation args: ast-spa dataset: name: flores101-devtest type: flores_101 args: ast spa devtest metrics: - name: BLEU type: bleu value: 21.2 - name: chr-F type: chrf value: 0.49637 - task: name: Translation cat-fra type: translation args: cat-fra dataset: name: flores101-devtest type: flores_101 args: cat fra devtest metrics: - name: BLEU type: bleu value: 38.4 - name: chr-F type: chrf value: 0.63271 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: flores101-devtest type: flores_101 args: fra deu devtest metrics: - name: BLEU type: bleu value: 28.9 - name: chr-F type: chrf value: 0.58433 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: flores101-devtest type: flores_101 args: fra eng devtest metrics: - name: BLEU type: bleu value: 43.3 - name: chr-F type: chrf value: 0.67826 - task: name: Translation glg-deu type: translation args: glg-deu dataset: name: flores101-devtest type: flores_101 args: glg deu devtest metrics: - name: BLEU type: bleu value: 27.1 - name: chr-F type: chrf value: 0.56897 - task: name: Translation glg-spa type: translation args: glg-spa dataset: name: flores101-devtest type: flores_101 args: glg spa devtest metrics: - name: BLEU type: bleu value: 24.2 - name: chr-F type: chrf value: 0.53183 - task: name: Translation ita-por type: translation args: ita-por dataset: name: flores101-devtest type: flores_101 args: ita por devtest metrics: - name: BLEU type: bleu value: 28.4 - name: chr-F type: chrf value: 0.57961 - task: name: Translation kea-deu type: translation args: kea-deu dataset: name: flores101-devtest type: flores_101 args: kea deu devtest metrics: - name: BLEU type: bleu value: 18.3 - name: chr-F type: chrf value: 0.48105 - task: name: Translation kea-eng type: translation args: kea-eng dataset: name: flores101-devtest type: flores_101 args: kea eng devtest metrics: - name: BLEU type: bleu value: 35.0 - name: chr-F type: chrf value: 0.60362 - task: name: Translation kea-por type: translation args: kea-por dataset: name: flores101-devtest type: flores_101 args: kea por devtest metrics: - name: BLEU type: bleu value: 29.0 - name: chr-F type: chrf value: 0.57808 - task: name: Translation kea-spa type: translation args: kea-spa dataset: name: flores101-devtest type: flores_101 args: kea spa devtest metrics: - name: BLEU type: bleu value: 17.6 - name: chr-F type: chrf value: 0.46648 - task: name: Translation oci-deu type: translation args: oci-deu dataset: name: flores101-devtest type: flores_101 args: oci deu devtest metrics: - 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name: BLEU type: bleu value: 50.3 - name: chr-F type: chrf value: 0.68217 - task: name: Translation ron-eng type: translation args: ron-eng dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ron-eng metrics: - name: BLEU type: bleu value: 59.0 - name: chr-F type: chrf value: 0.73059 - task: name: Translation ron-fra type: translation args: ron-fra dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ron-fra metrics: - name: BLEU type: bleu value: 54.1 - name: chr-F type: chrf value: 0.70724 - task: name: Translation ron-por type: translation args: ron-por dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ron-por metrics: - name: BLEU type: bleu value: 53.3 - name: chr-F type: chrf value: 0.73085 - task: name: Translation ron-spa type: translation args: ron-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: ron-spa metrics: - name: BLEU type: bleu value: 57.6 - name: chr-F type: chrf value: 0.73813 - task: name: Translation spa-deu type: translation args: spa-deu dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-deu metrics: - name: BLEU type: bleu value: 49.3 - name: chr-F type: chrf value: 0.68124 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-eng metrics: - name: BLEU type: bleu value: 61.0 - name: chr-F type: chrf value: 0.74977 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-fra metrics: - name: BLEU type: bleu value: 56.6 - name: chr-F type: chrf value: 0.73392 - task: name: Translation spa-por type: translation args: spa-por dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-por metrics: - name: BLEU type: bleu value: 61.1 - name: chr-F type: chrf value: 0.77280 - task: name: Translation spa-spa type: translation args: spa-spa dataset: name: tatoeba-test-v2021-08-07 type: tatoeba_mt args: spa-spa metrics: - name: BLEU type: bleu value: 50.9 - name: chr-F type: chrf value: 0.68111 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: tico19-test type: tico19-test args: fra-eng metrics: - name: BLEU type: bleu value: 39.7 - name: chr-F type: chrf value: 0.62364 - task: name: Translation fra-por type: translation args: fra-por dataset: name: tico19-test type: tico19-test args: fra-por metrics: - name: BLEU type: bleu value: 34.2 - name: chr-F type: chrf value: 0.58563 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: tico19-test type: tico19-test args: fra-spa metrics: - name: BLEU type: bleu value: 36.5 - name: chr-F type: chrf value: 0.59556 - task: name: Translation por-eng type: translation args: por-eng dataset: name: tico19-test type: tico19-test args: por-eng metrics: - name: BLEU type: bleu value: 51.8 - name: chr-F type: chrf value: 0.74420 - task: name: Translation por-fra type: translation args: por-fra dataset: name: tico19-test type: tico19-test args: por-fra metrics: - name: BLEU type: bleu value: 34.5 - name: chr-F type: chrf value: 0.60081 - task: name: Translation por-spa type: translation args: por-spa dataset: name: tico19-test type: tico19-test args: por-spa metrics: - name: BLEU type: bleu value: 44.8 - name: chr-F type: chrf value: 0.68156 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: tico19-test type: tico19-test args: spa-eng metrics: - name: BLEU type: bleu value: 50.3 - name: chr-F type: chrf value: 0.73454 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: tico19-test type: tico19-test args: spa-fra metrics: - name: BLEU type: bleu value: 34.9 - name: chr-F type: chrf value: 0.60441 - task: name: Translation spa-por type: translation args: spa-por dataset: name: tico19-test type: tico19-test args: spa-por metrics: - name: BLEU type: bleu value: 42.7 - name: chr-F type: chrf value: 0.67749 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2008 type: wmt-2008-news args: fra-deu metrics: - name: BLEU type: bleu value: 22.9 - name: chr-F type: chrf value: 0.53180 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: newstest2008 type: wmt-2008-news args: fra-eng metrics: - name: BLEU type: bleu value: 26.5 - name: chr-F type: chrf value: 0.54379 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2008 type: wmt-2008-news args: fra-spa metrics: - name: BLEU type: bleu value: 33.1 - name: chr-F type: chrf value: 0.58804 - task: name: Translation spa-deu type: translation args: spa-deu dataset: name: newstest2008 type: wmt-2008-news args: spa-deu metrics: - name: BLEU type: bleu value: 21.6 - name: chr-F type: chrf value: 0.52221 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: newstest2008 type: wmt-2008-news args: spa-eng metrics: - name: BLEU type: bleu value: 27.9 - name: chr-F type: chrf value: 0.55331 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2008 type: wmt-2008-news args: spa-fra metrics: - name: BLEU type: bleu value: 32.0 - name: chr-F type: chrf value: 0.58769 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2009 type: wmt-2009-news args: fra-deu metrics: - name: BLEU type: bleu value: 22.5 - name: chr-F type: chrf value: 0.52771 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: newstest2009 type: wmt-2009-news args: fra-eng metrics: - name: BLEU type: bleu value: 30.2 - name: chr-F type: chrf value: 0.56679 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2009 type: wmt-2009-news args: fra-spa metrics: - name: BLEU type: bleu value: 32.1 - name: chr-F type: chrf value: 0.58921 - task: name: Translation ita-deu type: translation args: ita-deu dataset: name: newstest2009 type: wmt-2009-news args: ita-deu metrics: - name: BLEU type: bleu value: 22.8 - name: chr-F type: chrf value: 0.53022 - task: name: Translation ita-eng type: translation args: ita-eng dataset: name: newstest2009 type: wmt-2009-news args: ita-eng metrics: - name: BLEU type: bleu value: 33.8 - name: chr-F type: chrf value: 0.59309 - task: name: Translation ita-fra type: translation args: ita-fra dataset: name: newstest2009 type: wmt-2009-news args: ita-fra metrics: - name: BLEU type: bleu value: 32.0 - name: chr-F type: chrf value: 0.59309 - task: name: Translation ita-spa type: translation args: ita-spa dataset: name: newstest2009 type: wmt-2009-news args: ita-spa metrics: - name: BLEU type: bleu value: 33.5 - name: chr-F type: chrf value: 0.59760 - task: name: Translation spa-deu type: translation args: spa-deu dataset: name: newstest2009 type: wmt-2009-news args: spa-deu metrics: - name: BLEU type: bleu value: 22.3 - name: chr-F type: chrf value: 0.52822 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: newstest2009 type: wmt-2009-news args: spa-eng metrics: - name: BLEU type: bleu value: 30.4 - name: chr-F type: chrf value: 0.56989 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2009 type: wmt-2009-news args: spa-fra metrics: - name: BLEU type: bleu value: 32.2 - name: chr-F type: chrf value: 0.59150 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2010 type: wmt-2010-news args: fra-deu metrics: - name: BLEU type: bleu value: 24.0 - name: chr-F type: chrf value: 0.53765 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: newstest2010 type: wmt-2010-news args: fra-eng metrics: - name: BLEU type: bleu value: 32.6 - name: chr-F type: chrf value: 0.59251 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2010 type: wmt-2010-news args: fra-spa metrics: - name: BLEU type: bleu value: 37.6 - name: chr-F type: chrf value: 0.62480 - task: name: Translation spa-deu type: translation args: spa-deu dataset: name: newstest2010 type: wmt-2010-news args: spa-deu metrics: - name: BLEU type: bleu value: 26.0 - name: chr-F type: chrf value: 0.55161 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: newstest2010 type: wmt-2010-news args: spa-eng metrics: - name: BLEU type: bleu value: 36.3 - name: chr-F type: chrf value: 0.61562 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2010 type: wmt-2010-news args: spa-fra metrics: - name: BLEU type: bleu value: 35.7 - name: chr-F type: chrf value: 0.62021 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2011 type: wmt-2011-news args: fra-deu metrics: - name: BLEU type: bleu value: 23.1 - name: chr-F type: chrf value: 0.53025 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: newstest2011 type: wmt-2011-news args: fra-eng metrics: - name: BLEU type: bleu value: 32.9 - name: chr-F type: chrf value: 0.59636 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2011 type: wmt-2011-news args: fra-spa metrics: - name: BLEU type: bleu value: 39.9 - name: chr-F type: chrf value: 0.63203 - task: name: Translation spa-deu type: translation args: spa-deu dataset: name: newstest2011 type: wmt-2011-news args: spa-deu metrics: - name: BLEU type: bleu value: 23.3 - name: chr-F type: chrf value: 0.52934 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: newstest2011 type: wmt-2011-news args: spa-eng metrics: - name: BLEU type: bleu value: 33.8 - name: chr-F type: chrf value: 0.59606 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2011 type: wmt-2011-news args: spa-fra metrics: - name: BLEU type: bleu value: 34.9 - name: chr-F type: chrf value: 0.61079 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2012 type: wmt-2012-news args: fra-deu metrics: - name: BLEU type: bleu value: 24.0 - name: chr-F type: chrf value: 0.52957 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: newstest2012 type: wmt-2012-news args: fra-eng metrics: - name: BLEU type: bleu value: 33.6 - name: chr-F type: chrf value: 0.59352 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2012 type: wmt-2012-news args: fra-spa metrics: - name: BLEU type: bleu value: 39.2 - name: chr-F type: chrf value: 0.62641 - task: name: Translation spa-deu type: translation args: spa-deu dataset: name: newstest2012 type: wmt-2012-news args: spa-deu metrics: - name: BLEU type: bleu value: 24.6 - name: chr-F type: chrf value: 0.53519 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: newstest2012 type: wmt-2012-news args: spa-eng metrics: - name: BLEU type: bleu value: 37.4 - name: chr-F type: chrf value: 0.62284 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2012 type: wmt-2012-news args: spa-fra metrics: - name: BLEU type: bleu value: 33.8 - name: chr-F type: chrf value: 0.61076 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2013 type: wmt-2013-news args: fra-deu metrics: - name: BLEU type: bleu value: 25.4 - name: chr-F type: chrf value: 0.54167 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: newstest2013 type: wmt-2013-news args: fra-eng metrics: - name: BLEU type: bleu value: 34.0 - name: chr-F type: chrf value: 0.59236 - task: name: Translation fra-spa type: translation args: fra-spa dataset: name: newstest2013 type: wmt-2013-news args: fra-spa metrics: - name: BLEU type: bleu value: 34.9 - name: chr-F type: chrf value: 0.59347 - task: name: Translation spa-deu type: translation args: spa-deu dataset: name: newstest2013 type: wmt-2013-news args: spa-deu metrics: - name: BLEU type: bleu value: 26.3 - name: chr-F type: chrf value: 0.55130 - task: name: Translation spa-eng type: translation args: spa-eng dataset: name: newstest2013 type: wmt-2013-news args: spa-eng metrics: - name: BLEU type: bleu value: 34.6 - name: chr-F type: chrf value: 0.60681 - task: name: Translation spa-fra type: translation args: spa-fra dataset: name: newstest2013 type: wmt-2013-news args: spa-fra metrics: - name: BLEU type: bleu value: 33.2 - name: chr-F type: chrf value: 0.59816 - task: name: Translation fra-eng type: translation args: fra-eng dataset: name: newstest2014 type: wmt-2014-news args: fra-eng metrics: - name: BLEU type: bleu value: 37.9 - name: chr-F type: chrf value: 0.63499 - task: name: Translation ron-eng type: translation args: ron-eng dataset: name: newstest2016 type: wmt-2016-news args: ron-eng metrics: - name: BLEU type: bleu value: 39.5 - name: chr-F type: chrf value: 0.63996 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2019 type: wmt-2019-news args: fra-deu metrics: - name: BLEU type: bleu value: 28.6 - name: chr-F type: chrf value: 0.60468 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2020 type: wmt-2020-news args: fra-deu metrics: - name: BLEU type: bleu value: 28.8 - name: chr-F type: chrf value: 0.61401 - task: name: Translation fra-deu type: translation args: fra-deu dataset: name: newstest2021 type: wmt-2021-news args: fra-deu metrics: - name: BLEU type: bleu value: 39.5 - name: chr-F type: chrf value: 0.65950 --- # opus-mt-tc-bible-big-itc-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 Italic languages (itc) 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): acf arg ast cat cbk cos crs egl ext fra frm fro frp fur gcf glg hat ita kea lad lat lij lld lmo lou mfe mol mwl nap oci osp pap pcd pms por roh ron rup scn spa srd vec wln - Target Language(s): deu eng fra por spa - Valid Target Language Labels: >>deu<< >>eng<< >>fra<< >>por<< >>spa<< >>xxx<< - **Original Model**: [opusTCv20230926max50+bt+jhubc_transformer-big_2024-05-30.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/itc-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/itc-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-itc-deu_eng_fra_por_spa" tokenizer = MarianTokenizer.from_pretrained(model_name) model = MarianMTModel.from_pretrained(model_name) translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True)) for t in translated: print( tokenizer.decode(t, skip_special_tokens=True) ) ``` You can also use OPUS-MT models with the transformers pipelines, for example: ```python from transformers import pipeline pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-itc-deu_eng_fra_por_spa") print(pipe(">>deu<< Replace this with text in an accepted source language.")) ``` ## Training - **Data**: opusTCv20230926max50+bt+jhubc ([source](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/itc-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/itc-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/itc-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/itc-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 | |----------|---------|-------|-------|-------|--------| | cat-deu | tatoeba-test-v2021-08-07 | 0.66856 | 47.9 | 723 | 5676 | | cat-eng | tatoeba-test-v2021-08-07 | 0.72313 | 57.9 | 1631 | 12627 | | cat-fra | tatoeba-test-v2021-08-07 | 0.71565 | 53.8 | 700 | 5664 | | cat-por | tatoeba-test-v2021-08-07 | 0.75797 | 58.7 | 747 | 6119 | | cat-spa | tatoeba-test-v2021-08-07 | 0.87610 | 77.7 | 1534 | 12094 | | fra-deu | tatoeba-test-v2021-08-07 | 0.68638 | 50.0 | 12418 | 100545 | | fra-eng | tatoeba-test-v2021-08-07 | 0.72664 | 58.0 | 12681 | 101754 | | fra-fra | tatoeba-test-v2021-08-07 | 0.62093 | 40.6 | 1000 | 7757 | | fra-por | tatoeba-test-v2021-08-07 | 0.70764 | 52.0 | 10518 | 77650 | | fra-spa | tatoeba-test-v2021-08-07 | 0.72229 | 55.0 | 10294 | 78406 | | glg-eng | tatoeba-test-v2021-08-07 | 0.70552 | 55.7 | 1015 | 8421 | | glg-por | tatoeba-test-v2021-08-07 | 0.77067 | 62.1 | 433 | 3105 | | glg-spa | tatoeba-test-v2021-08-07 | 0.82795 | 72.1 | 2121 | 17443 | | ita-deu | tatoeba-test-v2021-08-07 | 0.68325 | 49.4 | 10094 | 79762 | | ita-eng | tatoeba-test-v2021-08-07 | 0.81176 | 70.5 | 17320 | 119214 | | ita-fra | tatoeba-test-v2021-08-07 | 0.78299 | 64.4 | 10091 | 66377 | | ita-por | tatoeba-test-v2021-08-07 | 0.74169 | 55.6 | 3066 | 25668 | | ita-spa | tatoeba-test-v2021-08-07 | 0.77673 | 63.0 | 5000 | 34937 | | lad_Latn-eng | tatoeba-test-v2021-08-07 | 0.54247 | 36.7 | 672 | 3665 | | lad_Latn-spa | tatoeba-test-v2021-08-07 | 0.59790 | 40.4 | 239 | 1239 | | lat-deu | tatoeba-test-v2021-08-07 | 0.42548 | 24.8 | 2016 | 13326 | | lat-eng | tatoeba-test-v2021-08-07 | 0.42385 | 24.3 | 10298 | 100152 | | lat-spa | tatoeba-test-v2021-08-07 | 0.45821 | 25.2 | 3129 | 34036 | | oci-eng | tatoeba-test-v2021-08-07 | 0.40921 | 22.4 | 841 | 5299 | | oci-fra | tatoeba-test-v2021-08-07 | 0.49044 | 28.4 | 806 | 6302 | | pcd-fra | tatoeba-test-v2021-08-07 | 0.41500 | 15.0 | 266 | 1677 | | pms-eng | tatoeba-test-v2021-08-07 | 0.39308 | 20.8 | 269 | 2059 | | por-deu | tatoeba-test-v2021-08-07 | 0.68379 | 48.8 | 10000 | 81246 | | por-eng | tatoeba-test-v2021-08-07 | 0.77089 | 64.2 | 13222 | 105351 | | por-fra | tatoeba-test-v2021-08-07 | 0.75364 | 58.7 | 10518 | 80459 | | por-por | tatoeba-test-v2021-08-07 | 0.71396 | 50.3 | 2500 | 19220 | | por-spa | tatoeba-test-v2021-08-07 | 0.79684 | 65.2 | 10947 | 87335 | | ron-deu | tatoeba-test-v2021-08-07 | 0.68217 | 50.3 | 1141 | 7893 | | ron-eng | tatoeba-test-v2021-08-07 | 0.73059 | 59.0 | 5508 | 40717 | | ron-fra | tatoeba-test-v2021-08-07 | 0.70724 | 54.1 | 1925 | 13347 | | ron-por | tatoeba-test-v2021-08-07 | 0.73085 | 53.3 | 681 | 4593 | | ron-spa | tatoeba-test-v2021-08-07 | 0.73813 | 57.6 | 1959 | 12679 | | spa-deu | tatoeba-test-v2021-08-07 | 0.68124 | 49.3 | 10521 | 86430 | | spa-eng | tatoeba-test-v2021-08-07 | 0.74977 | 61.0 | 16583 | 138123 | | spa-fra | tatoeba-test-v2021-08-07 | 0.73392 | 56.6 | 10294 | 83501 | | spa-por | tatoeba-test-v2021-08-07 | 0.77280 | 61.1 | 10947 | 87610 | | spa-spa | tatoeba-test-v2021-08-07 | 0.68111 | 50.9 | 2500 | 21469 | | ast-deu | flores101-devtest | 0.53243 | 24.2 | 1012 | 25094 | | ast-eng | flores101-devtest | 0.61235 | 36.0 | 1012 | 24721 | | ast-fra | flores101-devtest | 0.56687 | 31.2 | 1012 | 28343 | | ast-por | flores101-devtest | 0.57033 | 30.6 | 1012 | 26519 | | ast-spa | flores101-devtest | 0.49637 | 21.2 | 1012 | 29199 | | cat-fra | flores101-devtest | 0.63271 | 38.4 | 1012 | 28343 | | fra-deu | flores101-devtest | 0.58433 | 28.9 | 1012 | 25094 | | fra-eng | flores101-devtest | 0.67826 | 43.3 | 1012 | 24721 | | glg-deu | flores101-devtest | 0.56897 | 27.1 | 1012 | 25094 | | glg-spa | flores101-devtest | 0.53183 | 24.2 | 1012 | 29199 | | ita-por | flores101-devtest | 0.57961 | 28.4 | 1012 | 26519 | | kea-deu | flores101-devtest | 0.48105 | 18.3 | 1012 | 25094 | | kea-eng | flores101-devtest | 0.60362 | 35.0 | 1012 | 24721 | | kea-por | flores101-devtest | 0.57808 | 29.0 | 1012 | 26519 | | kea-spa | flores101-devtest | 0.46648 | 17.6 | 1012 | 29199 | | oci-deu | flores101-devtest | 0.57391 | 28.0 | 1012 | 25094 | | oci-eng | flores101-devtest | 0.72351 | 49.4 | 1012 | 24721 | | por-eng | flores101-devtest | 0.70724 | 47.4 | 1012 | 24721 | | por-fra | flores101-devtest | 0.64103 | 39.2 | 1012 | 28343 | | por-spa | flores101-devtest | 0.53268 | 25.0 | 1012 | 29199 | | ron-deu | flores101-devtest | 0.57980 | 28.1 | 1012 | 25094 | | ron-eng | flores101-devtest | 0.67583 | 41.6 | 1012 | 24721 | | ron-spa | flores101-devtest | 0.53082 | 24.3 | 1012 | 29199 | | spa-fra | flores101-devtest | 0.57039 | 27.1 | 1012 | 28343 | | spa-por | flores101-devtest | 0.55607 | 25.0 | 1012 | 26519 | | ast-deu | flores200-devtest | 0.53776 | 24.8 | 1012 | 25094 | | ast-eng | flores200-devtest | 0.61482 | 36.8 | 1012 | 24721 | | ast-fra | flores200-devtest | 0.56504 | 31.3 | 1012 | 28343 | | ast-por | flores200-devtest | 0.57158 | 31.1 | 1012 | 26519 | | ast-spa | flores200-devtest | 0.49579 | 21.2 | 1012 | 29199 | | cat-deu | flores200-devtest | 0.58203 | 29.2 | 1012 | 25094 | | cat-eng | flores200-devtest | 0.69165 | 44.6 | 1012 | 24721 | | cat-fra | flores200-devtest | 0.63612 | 38.9 | 1012 | 28343 | | cat-por | flores200-devtest | 0.62911 | 37.7 | 1012 | 26519 | | cat-spa | flores200-devtest | 0.53320 | 24.6 | 1012 | 29199 | | fra-deu | flores200-devtest | 0.58592 | 29.1 | 1012 | 25094 | | fra-eng | flores200-devtest | 0.68067 | 43.8 | 1012 | 24721 | | fra-por | flores200-devtest | 0.62388 | 37.0 | 1012 | 26519 | | fra-spa | flores200-devtest | 0.52983 | 24.4 | 1012 | 29199 | | fur-deu | flores200-devtest | 0.51969 | 21.8 | 1012 | 25094 | | fur-eng | flores200-devtest | 0.60793 | 34.3 | 1012 | 24721 | | fur-fra | flores200-devtest | 0.56989 | 30.0 | 1012 | 28343 | | fur-por | flores200-devtest | 0.56207 | 29.3 | 1012 | 26519 | | fur-spa | flores200-devtest | 0.48436 | 20.0 | 1012 | 29199 | | glg-deu | flores200-devtest | 0.57369 | 27.7 | 1012 | 25094 | | glg-eng | flores200-devtest | 0.66358 | 40.0 | 1012 | 24721 | | glg-fra | flores200-devtest | 0.62487 | 36.5 | 1012 | 28343 | | glg-por | flores200-devtest | 0.60267 | 32.7 | 1012 | 26519 | | glg-spa | flores200-devtest | 0.53227 | 24.3 | 1012 | 29199 | | hat-deu | flores200-devtest | 0.49916 | 19.1 | 1012 | 25094 | | hat-eng | flores200-devtest | 0.59656 | 32.5 | 1012 | 24721 | | hat-fra | flores200-devtest | 0.61574 | 35.4 | 1012 | 28343 | | hat-por | flores200-devtest | 0.55195 | 27.7 | 1012 | 26519 | | hat-spa | flores200-devtest | 0.47382 | 18.4 | 1012 | 29199 | | ita-deu | flores200-devtest | 0.55779 | 24.1 | 1012 | 25094 | | ita-eng | flores200-devtest | 0.61563 | 32.2 | 1012 | 24721 | | ita-fra | flores200-devtest | 0.60210 | 31.2 | 1012 | 28343 | | ita-por | flores200-devtest | 0.58279 | 28.8 | 1012 | 26519 | | ita-spa | flores200-devtest | 0.52348 | 23.2 | 1012 | 29199 | | kea-deu | flores200-devtest | 0.49089 | 19.3 | 1012 | 25094 | | kea-eng | flores200-devtest | 0.60553 | 35.5 | 1012 | 24721 | | kea-fra | flores200-devtest | 0.54027 | 26.6 | 1012 | 28343 | | kea-por | flores200-devtest | 0.57696 | 28.9 | 1012 | 26519 | | kea-spa | flores200-devtest | 0.46974 | 18.0 | 1012 | 29199 | | lij-deu | flores200-devtest | 0.51695 | 22.7 | 1012 | 25094 | | lij-eng | flores200-devtest | 0.62347 | 36.2 | 1012 | 24721 | | lij-fra | flores200-devtest | 0.57498 | 31.4 | 1012 | 28343 | | lij-por | flores200-devtest | 0.56183 | 29.4 | 1012 | 26519 | | lij-spa | flores200-devtest | 0.48038 | 20.0 | 1012 | 29199 | | lmo-deu | flores200-devtest | 0.45516 | 15.4 | 1012 | 25094 | | lmo-eng | flores200-devtest | 0.53540 | 25.5 | 1012 | 24721 | | lmo-fra | flores200-devtest | 0.50076 | 22.2 | 1012 | 28343 | | lmo-por | flores200-devtest | 0.50134 | 22.9 | 1012 | 26519 | | lmo-spa | flores200-devtest | 0.44053 | 16.2 | 1012 | 29199 | | oci-deu | flores200-devtest | 0.57822 | 28.7 | 1012 | 25094 | | oci-eng | flores200-devtest | 0.73030 | 50.7 | 1012 | 24721 | | oci-fra | flores200-devtest | 0.64900 | 39.7 | 1012 | 28343 | | oci-por | flores200-devtest | 0.63318 | 36.9 | 1012 | 26519 | | oci-spa | flores200-devtest | 0.52269 | 22.9 | 1012 | 29199 | | pap-deu | flores200-devtest | 0.53166 | 23.2 | 1012 | 25094 | | pap-eng | flores200-devtest | 0.68541 | 44.6 | 1012 | 24721 | | pap-fra | flores200-devtest | 0.57224 | 30.5 | 1012 | 28343 | | pap-por | flores200-devtest | 0.59064 | 33.2 | 1012 | 26519 | | pap-spa | flores200-devtest | 0.49601 | 21.7 | 1012 | 29199 | | por-deu | flores200-devtest | 0.59047 | 30.3 | 1012 | 25094 | | por-eng | flores200-devtest | 0.71096 | 48.0 | 1012 | 24721 | | por-fra | flores200-devtest | 0.64555 | 40.1 | 1012 | 28343 | | por-spa | flores200-devtest | 0.53400 | 25.1 | 1012 | 29199 | | ron-deu | flores200-devtest | 0.58428 | 28.7 | 1012 | 25094 | | ron-eng | flores200-devtest | 0.67719 | 41.8 | 1012 | 24721 | | ron-fra | flores200-devtest | 0.63678 | 37.6 | 1012 | 28343 | | ron-por | flores200-devtest | 0.62371 | 36.1 | 1012 | 26519 | | ron-spa | flores200-devtest | 0.53150 | 24.5 | 1012 | 29199 | | scn-deu | flores200-devtest | 0.48102 | 19.2 | 1012 | 25094 | | scn-eng | flores200-devtest | 0.55782 | 29.6 | 1012 | 24721 | | scn-fra | flores200-devtest | 0.52773 | 26.1 | 1012 | 28343 | | scn-por | flores200-devtest | 0.51894 | 25.2 | 1012 | 26519 | | scn-spa | flores200-devtest | 0.45724 | 17.9 | 1012 | 29199 | | spa-deu | flores200-devtest | 0.53451 | 21.5 | 1012 | 25094 | | spa-eng | flores200-devtest | 0.58896 | 28.5 | 1012 | 24721 | | spa-fra | flores200-devtest | 0.57406 | 27.6 | 1012 | 28343 | | spa-por | flores200-devtest | 0.55749 | 25.2 | 1012 | 26519 | | srd-deu | flores200-devtest | 0.49238 | 19.9 | 1012 | 25094 | | srd-eng | flores200-devtest | 0.59392 | 34.2 | 1012 | 24721 | | srd-fra | flores200-devtest | 0.54003 | 27.6 | 1012 | 28343 | | srd-por | flores200-devtest | 0.53842 | 27.9 | 1012 | 26519 | | srd-spa | flores200-devtest | 0.46002 | 18.2 | 1012 | 29199 | | vec-deu | flores200-devtest | 0.48795 | 19.3 | 1012 | 25094 | | vec-eng | flores200-devtest | 0.56840 | 30.7 | 1012 | 24721 | | vec-fra | flores200-devtest | 0.54164 | 27.3 | 1012 | 28343 | | vec-por | flores200-devtest | 0.53482 | 26.2 | 1012 | 26519 | | vec-spa | flores200-devtest | 0.46588 | 18.4 | 1012 | 29199 | | fra-deu | generaltest2022 | 0.66476 | 42.4 | 2006 | 37696 | | fra-deu | multi30k_test_2016_flickr | 0.61797 | 32.6 | 1000 | 12106 | | fra-eng | multi30k_test_2016_flickr | 0.66271 | 47.2 | 1000 | 12955 | | fra-deu | multi30k_test_2017_flickr | 0.59701 | 29.4 | 1000 | 10755 | | fra-eng | multi30k_test_2017_flickr | 0.69422 | 50.3 | 1000 | 11374 | | fra-deu | multi30k_test_2017_mscoco | 0.55509 | 25.7 | 461 | 5158 | | fra-eng | multi30k_test_2017_mscoco | 0.67791 | 48.7 | 461 | 5231 | | fra-deu | multi30k_test_2018_flickr | 0.55237 | 24.0 | 1071 | 13703 | | fra-eng | multi30k_test_2018_flickr | 0.64722 | 43.8 | 1071 | 14689 | | fra-eng | newsdiscusstest2015 | 0.61385 | 38.4 | 1500 | 26982 | | fra-deu | newssyscomb2009 | 0.53530 | 23.7 | 502 | 11271 | | fra-eng | newssyscomb2009 | 0.57297 | 31.3 | 502 | 11818 | | fra-spa | newssyscomb2009 | 0.60233 | 34.1 | 502 | 12503 | | ita-deu | newssyscomb2009 | 0.53590 | 22.4 | 502 | 11271 | | ita-eng | newssyscomb2009 | 0.59976 | 34.8 | 502 | 11818 | | ita-fra | newssyscomb2009 | 0.61232 | 33.5 | 502 | 12331 | | ita-spa | newssyscomb2009 | 0.60782 | 35.3 | 502 | 12503 | | spa-deu | newssyscomb2009 | 0.52853 | 21.8 | 502 | 11271 | | spa-eng | newssyscomb2009 | 0.57347 | 31.0 | 502 | 11818 | | spa-fra | newssyscomb2009 | 0.61436 | 34.3 | 502 | 12331 | | fra-deu | newstest2008 | 0.53180 | 22.9 | 2051 | 47447 | | fra-eng | newstest2008 | 0.54379 | 26.5 | 2051 | 49380 | | fra-spa | newstest2008 | 0.58804 | 33.1 | 2051 | 52586 | | spa-deu | newstest2008 | 0.52221 | 21.6 | 2051 | 47447 | | spa-eng | newstest2008 | 0.55331 | 27.9 | 2051 | 49380 | | spa-fra | newstest2008 | 0.58769 | 32.0 | 2051 | 52685 | | fra-deu | newstest2009 | 0.52771 | 22.5 | 2525 | 62816 | | fra-eng | newstest2009 | 0.56679 | 30.2 | 2525 | 65399 | | fra-spa | newstest2009 | 0.58921 | 32.1 | 2525 | 68111 | | ita-deu | newstest2009 | 0.53022 | 22.8 | 2525 | 62816 | | ita-eng | newstest2009 | 0.59309 | 33.8 | 2525 | 65399 | | ita-fra | newstest2009 | 0.59309 | 32.0 | 2525 | 69263 | | ita-spa | newstest2009 | 0.59760 | 33.5 | 2525 | 68111 | | spa-deu | newstest2009 | 0.52822 | 22.3 | 2525 | 62816 | | spa-eng | newstest2009 | 0.56989 | 30.4 | 2525 | 65399 | | spa-fra | newstest2009 | 0.59150 | 32.2 | 2525 | 69263 | | fra-deu | newstest2010 | 0.53765 | 24.0 | 2489 | 61503 | | fra-eng | newstest2010 | 0.59251 | 32.6 | 2489 | 61711 | | fra-spa | newstest2010 | 0.62480 | 37.6 | 2489 | 65480 | | spa-deu | newstest2010 | 0.55161 | 26.0 | 2489 | 61503 | | spa-eng | newstest2010 | 0.61562 | 36.3 | 2489 | 61711 | | spa-fra | newstest2010 | 0.62021 | 35.7 | 2489 | 66022 | | fra-deu | newstest2011 | 0.53025 | 23.1 | 3003 | 72981 | | fra-eng | newstest2011 | 0.59636 | 32.9 | 3003 | 74681 | | fra-spa | newstest2011 | 0.63203 | 39.9 | 3003 | 79476 | | spa-deu | newstest2011 | 0.52934 | 23.3 | 3003 | 72981 | | spa-eng | newstest2011 | 0.59606 | 33.8 | 3003 | 74681 | | spa-fra | newstest2011 | 0.61079 | 34.9 | 3003 | 80626 | | fra-deu | newstest2012 | 0.52957 | 24.0 | 3003 | 72886 | | fra-eng | newstest2012 | 0.59352 | 33.6 | 3003 | 72812 | | fra-spa | newstest2012 | 0.62641 | 39.2 | 3003 | 79006 | | spa-deu | newstest2012 | 0.53519 | 24.6 | 3003 | 72886 | | spa-eng | newstest2012 | 0.62284 | 37.4 | 3003 | 72812 | | spa-fra | newstest2012 | 0.61076 | 33.8 | 3003 | 78011 | | fra-deu | newstest2013 | 0.54167 | 25.4 | 3000 | 63737 | | fra-eng | newstest2013 | 0.59236 | 34.0 | 3000 | 64505 | | fra-spa | newstest2013 | 0.59347 | 34.9 | 3000 | 70528 | | spa-deu | newstest2013 | 0.55130 | 26.3 | 3000 | 63737 | | spa-eng | newstest2013 | 0.60681 | 34.6 | 3000 | 64505 | | spa-fra | newstest2013 | 0.59816 | 33.2 | 3000 | 70037 | | fra-eng | newstest2014 | 0.63499 | 37.9 | 3003 | 70708 | | ron-eng | newstest2016 | 0.63996 | 39.5 | 1999 | 47562 | | fra-deu | newstest2019 | 0.60468 | 28.6 | 1701 | 36446 | | fra-deu | newstest2020 | 0.61401 | 28.8 | 1619 | 30265 | | fra-deu | newstest2021 | 0.65950 | 39.5 | 1026 | 26077 | | cat-deu | ntrex128 | 0.54096 | 24.0 | 1997 | 48761 | | cat-eng | ntrex128 | 0.63516 | 36.5 | 1997 | 47673 | | cat-fra | ntrex128 | 0.56385 | 28.1 | 1997 | 53481 | | cat-por | ntrex128 | 0.56246 | 28.7 | 1997 | 51631 | | cat-spa | ntrex128 | 0.61311 | 35.8 | 1997 | 54107 | | fra-deu | ntrex128 | 0.53059 | 23.4 | 1997 | 48761 | | fra-eng | ntrex128 | 0.61285 | 34.7 | 1997 | 47673 | | fra-por | ntrex128 | 0.54075 | 25.8 | 1997 | 51631 | | fra-spa | ntrex128 | 0.56863 | 30.6 | 1997 | 54107 | | glg-deu | ntrex128 | 0.53724 | 23.6 | 1997 | 48761 | | glg-eng | ntrex128 | 0.64481 | 38.7 | 1997 | 47673 | | glg-fra | ntrex128 | 0.55856 | 27.8 | 1997 | 53481 | | glg-por | ntrex128 | 0.56322 | 28.7 | 1997 | 51631 | | glg-spa | ntrex128 | 0.61794 | 36.8 | 1997 | 54107 | | ita-deu | ntrex128 | 0.54678 | 25.0 | 1997 | 48761 | | ita-eng | ntrex128 | 0.64636 | 39.2 | 1997 | 47673 | | ita-fra | ntrex128 | 0.57428 | 30.0 | 1997 | 53481 | | ita-por | ntrex128 | 0.56858 | 29.7 | 1997 | 51631 | | ita-spa | ntrex128 | 0.58886 | 33.0 | 1997 | 54107 | | por-deu | ntrex128 | 0.54833 | 24.6 | 1997 | 48761 | | por-eng | ntrex128 | 0.65223 | 39.7 | 1997 | 47673 | | por-fra | ntrex128 | 0.56793 | 28.9 | 1997 | 53481 | | por-spa | ntrex128 | 0.59218 | 33.8 | 1997 | 54107 | | ron-deu | ntrex128 | 0.53249 | 22.4 | 1997 | 48761 | | ron-eng | ntrex128 | 0.61807 | 33.8 | 1997 | 47673 | | ron-fra | ntrex128 | 0.55575 | 26.4 | 1997 | 53481 | | ron-por | ntrex128 | 0.55086 | 27.2 | 1997 | 51631 | | ron-spa | ntrex128 | 0.57787 | 31.9 | 1997 | 54107 | | spa-deu | ntrex128 | 0.54309 | 23.8 | 1997 | 48761 | | spa-eng | ntrex128 | 0.64416 | 37.4 | 1997 | 47673 | | spa-fra | ntrex128 | 0.57320 | 29.4 | 1997 | 53481 | | spa-por | ntrex128 | 0.56751 | 29.0 | 1997 | 51631 | | fra-eng | tico19-test | 0.62364 | 39.7 | 2100 | 56323 | | fra-por | tico19-test | 0.58563 | 34.2 | 2100 | 62729 | | fra-spa | tico19-test | 0.59556 | 36.5 | 2100 | 66563 | | por-eng | tico19-test | 0.74420 | 51.8 | 2100 | 56315 | | por-fra | tico19-test | 0.60081 | 34.5 | 2100 | 64661 | | por-spa | tico19-test | 0.68156 | 44.8 | 2100 | 66563 | | spa-eng | tico19-test | 0.73454 | 50.3 | 2100 | 56315 | | spa-fra | tico19-test | 0.60441 | 34.9 | 2100 | 64661 | | spa-por | tico19-test | 0.67749 | 42.7 | 2100 | 62729 | ## Citation Information * Publications: [Democratizing neural machine translation with OPUS-MT](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 11:57:19 EEST 2024 * port machine: LM0-400-22516.local