|
--- |
|
library_name: transformers |
|
language: |
|
- bal |
|
- de |
|
- diq |
|
- en |
|
- es |
|
- fa |
|
- fr |
|
- glk |
|
- jdt |
|
- ku |
|
- lrc |
|
- mzn |
|
- os |
|
- pal |
|
- ps |
|
- pt |
|
- tg |
|
- tly |
|
- zza |
|
language_bcp47: |
|
- ku_Latn |
|
|
|
tags: |
|
- translation |
|
- opus-mt-tc-bible |
|
|
|
license: apache-2.0 |
|
model-index: |
|
- name: opus-mt-tc-bible-big-ira-deu_eng_fra_por_spa |
|
results: |
|
- task: |
|
name: Translation ckb-deu |
|
type: translation |
|
args: ckb-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: ckb-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40369 |
|
- task: |
|
name: Translation ckb-eng |
|
type: translation |
|
args: ckb-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: ckb-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48447 |
|
- task: |
|
name: Translation ckb-fra |
|
type: translation |
|
args: ckb-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: ckb-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44026 |
|
- task: |
|
name: Translation ckb-por |
|
type: translation |
|
args: ckb-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: ckb-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43192 |
|
- task: |
|
name: Translation ckb-spa |
|
type: translation |
|
args: ckb-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: ckb-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38880 |
|
- task: |
|
name: Translation kmr-eng |
|
type: translation |
|
args: kmr-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: kmr-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37372 |
|
- task: |
|
name: Translation pes-deu |
|
type: translation |
|
args: pes-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pes-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51542 |
|
- task: |
|
name: Translation pes-eng |
|
type: translation |
|
args: pes-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pes-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 34.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.61372 |
|
- task: |
|
name: Translation pes-fra |
|
type: translation |
|
args: pes-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pes-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 29.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56347 |
|
- task: |
|
name: Translation pes-por |
|
type: translation |
|
args: pes-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pes-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 28.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55676 |
|
- task: |
|
name: Translation pes-spa |
|
type: translation |
|
args: pes-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: pes-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48334 |
|
- task: |
|
name: Translation prs-deu |
|
type: translation |
|
args: prs-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: prs-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50562 |
|
- task: |
|
name: Translation prs-eng |
|
type: translation |
|
args: prs-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: prs-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 35.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.60716 |
|
- task: |
|
name: Translation prs-fra |
|
type: translation |
|
args: prs-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: prs-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 27.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.54769 |
|
- task: |
|
name: Translation prs-por |
|
type: translation |
|
args: prs-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: prs-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 27.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.54073 |
|
- task: |
|
name: Translation prs-spa |
|
type: translation |
|
args: prs-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: prs-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46850 |
|
- task: |
|
name: Translation tgk-deu |
|
type: translation |
|
args: tgk-deu |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tgk-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43115 |
|
- task: |
|
name: Translation tgk-eng |
|
type: translation |
|
args: tgk-eng |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tgk-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53705 |
|
- task: |
|
name: Translation tgk-fra |
|
type: translation |
|
args: tgk-fra |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tgk-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48902 |
|
- task: |
|
name: Translation tgk-por |
|
type: translation |
|
args: tgk-por |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tgk-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 20.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48519 |
|
- task: |
|
name: Translation tgk-spa |
|
type: translation |
|
args: tgk-spa |
|
dataset: |
|
name: flores200-devtest |
|
type: flores200-devtest |
|
args: tgk-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43563 |
|
- task: |
|
name: Translation ckb-deu |
|
type: translation |
|
args: ckb-deu |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ckb deu devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40117 |
|
- task: |
|
name: Translation ckb-eng |
|
type: translation |
|
args: ckb-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ckb eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48321 |
|
- task: |
|
name: Translation ckb-fra |
|
type: translation |
|
args: ckb-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ckb fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.44260 |
|
- task: |
|
name: Translation ckb-por |
|
type: translation |
|
args: ckb-por |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: ckb por devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43179 |
|
- task: |
|
name: Translation fas-eng |
|
type: translation |
|
args: fas-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: fas eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 34.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.61134 |
|
- task: |
|
name: Translation pus-eng |
|
type: translation |
|
args: pus-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: pus eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49556 |
|
- task: |
|
name: Translation pus-fra |
|
type: translation |
|
args: pus-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: pus fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45248 |
|
- task: |
|
name: Translation tgk-eng |
|
type: translation |
|
args: tgk-eng |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: tgk eng devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53630 |
|
- task: |
|
name: Translation tgk-fra |
|
type: translation |
|
args: tgk-fra |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: tgk fra devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49084 |
|
- task: |
|
name: Translation tgk-spa |
|
type: translation |
|
args: tgk-spa |
|
dataset: |
|
name: flores101-devtest |
|
type: flores_101 |
|
args: tgk spa devtest |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.5 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43524 |
|
- task: |
|
name: Translation fas-deu |
|
type: translation |
|
args: fas-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: fas-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47408 |
|
- task: |
|
name: Translation fas-eng |
|
type: translation |
|
args: fas-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: fas-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55350 |
|
- task: |
|
name: Translation fas-fra |
|
type: translation |
|
args: fas-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: fas-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50311 |
|
- task: |
|
name: Translation fas-por |
|
type: translation |
|
args: fas-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: fas-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48005 |
|
- task: |
|
name: Translation fas-spa |
|
type: translation |
|
args: fas-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: fas-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 23.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50973 |
|
- task: |
|
name: Translation kmr-eng |
|
type: translation |
|
args: kmr-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: kmr-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38189 |
|
- task: |
|
name: Translation prs-deu |
|
type: translation |
|
args: prs-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: prs-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45191 |
|
- task: |
|
name: Translation prs-eng |
|
type: translation |
|
args: prs-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: prs-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.54761 |
|
- task: |
|
name: Translation prs-fra |
|
type: translation |
|
args: prs-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: prs-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.47819 |
|
- task: |
|
name: Translation prs-por |
|
type: translation |
|
args: prs-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: prs-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46241 |
|
- task: |
|
name: Translation prs-spa |
|
type: translation |
|
args: prs-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: prs-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 21.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.48712 |
|
- task: |
|
name: Translation pus-eng |
|
type: translation |
|
args: pus-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pus-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 17.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43901 |
|
- task: |
|
name: Translation pus-fra |
|
type: translation |
|
args: pus-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pus-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 12.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.39661 |
|
- task: |
|
name: Translation pus-por |
|
type: translation |
|
args: pus-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pus-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 11.4 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38694 |
|
- task: |
|
name: Translation pus-spa |
|
type: translation |
|
args: pus-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: pus-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 14.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40812 |
|
- task: |
|
name: Translation tgk_Cyrl-deu |
|
type: translation |
|
args: tgk_Cyrl-deu |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tgk_Cyrl-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 10.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.38740 |
|
- task: |
|
name: Translation tgk_Cyrl-eng |
|
type: translation |
|
args: tgk_Cyrl-eng |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tgk_Cyrl-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 18.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46839 |
|
- task: |
|
name: Translation tgk_Cyrl-fra |
|
type: translation |
|
args: tgk_Cyrl-fra |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tgk_Cyrl-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 15.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.42569 |
|
- task: |
|
name: Translation tgk_Cyrl-por |
|
type: translation |
|
args: tgk_Cyrl-por |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tgk_Cyrl-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.41632 |
|
- task: |
|
name: Translation tgk_Cyrl-spa |
|
type: translation |
|
args: tgk_Cyrl-spa |
|
dataset: |
|
name: ntrex128 |
|
type: ntrex128 |
|
args: tgk_Cyrl-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 16.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.43763 |
|
- task: |
|
name: Translation fas-deu |
|
type: translation |
|
args: fas-deu |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: fas-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 36.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59737 |
|
- task: |
|
name: Translation fas-eng |
|
type: translation |
|
args: fas-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: fas-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 35.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59871 |
|
- task: |
|
name: Translation fas-fra |
|
type: translation |
|
args: fas-fra |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: fas-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 36.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58095 |
|
- task: |
|
name: Translation kur_Latn-deu |
|
type: translation |
|
args: kur_Latn-deu |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: kur_Latn-deu |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.40276 |
|
- task: |
|
name: Translation multi-multi |
|
type: translation |
|
args: multi-multi |
|
dataset: |
|
name: tatoeba-test-v2020-07-28-v2023-09-26 |
|
type: tatoeba_mt |
|
args: multi-multi |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 34.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.56042 |
|
- task: |
|
name: Translation pes-eng |
|
type: translation |
|
args: pes-eng |
|
dataset: |
|
name: tatoeba-test-v2021-08-07 |
|
type: tatoeba_mt |
|
args: pes-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 42.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.60717 |
|
- task: |
|
name: Translation ckb-eng |
|
type: translation |
|
args: ckb-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: ckb-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 40.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.61905 |
|
- task: |
|
name: Translation ckb-fra |
|
type: translation |
|
args: ckb-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: ckb-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.7 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.45070 |
|
- task: |
|
name: Translation ckb-por |
|
type: translation |
|
args: ckb-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: ckb-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 22.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.49617 |
|
- task: |
|
name: Translation ckb-spa |
|
type: translation |
|
args: ckb-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: ckb-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.50543 |
|
- task: |
|
name: Translation fas-eng |
|
type: translation |
|
args: fas-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: fas-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 37.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.64016 |
|
- task: |
|
name: Translation fas-fra |
|
type: translation |
|
args: fas-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: fas-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 26.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.53319 |
|
- task: |
|
name: Translation fas-por |
|
type: translation |
|
args: fas-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: fas-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 30.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.58008 |
|
- task: |
|
name: Translation fas-spa |
|
type: translation |
|
args: fas-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: fas-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 33.3 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.59239 |
|
- task: |
|
name: Translation prs-eng |
|
type: translation |
|
args: prs-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: prs-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 34.8 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.61702 |
|
- task: |
|
name: Translation prs-fra |
|
type: translation |
|
args: prs-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: prs-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.0 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51218 |
|
- task: |
|
name: Translation prs-por |
|
type: translation |
|
args: prs-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: prs-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 28.6 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.55888 |
|
- task: |
|
name: Translation prs-spa |
|
type: translation |
|
args: prs-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: prs-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 31.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57494 |
|
- task: |
|
name: Translation pus-eng |
|
type: translation |
|
args: pus-eng |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: pus-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 32.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.57586 |
|
- task: |
|
name: Translation pus-fra |
|
type: translation |
|
args: pus-fra |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: pus-fra |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 19.2 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.46091 |
|
- task: |
|
name: Translation pus-por |
|
type: translation |
|
args: pus-por |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: pus-por |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 24.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51033 |
|
- task: |
|
name: Translation pus-spa |
|
type: translation |
|
args: pus-spa |
|
dataset: |
|
name: tico19-test |
|
type: tico19-test |
|
args: pus-spa |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 25.9 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.51857 |
|
- task: |
|
name: Translation pus-eng |
|
type: translation |
|
args: pus-eng |
|
dataset: |
|
name: newstest2020 |
|
type: wmt-2020-news |
|
args: pus-eng |
|
metrics: |
|
- name: BLEU |
|
type: bleu |
|
value: 13.1 |
|
- name: chr-F |
|
type: chrf |
|
value: 0.37487 |
|
--- |
|
# opus-mt-tc-bible-big-ira-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 Iranian languages (ira) 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): bal ckb diq fas glk jdt kmr kur lrc mzn oss pal pes prs pus sdh tgk tly zza |
|
- 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/ira-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/ira-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-ira-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-ira-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/ira-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/ira-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/ira-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/ira-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 | |
|
|----------|---------|-------|-------|-------|--------| |
|
| fas-deu | tatoeba-test-v2021-08-07 | 0.59737 | 36.1 | 3185 | 25590 | |
|
| fas-eng | tatoeba-test-v2021-08-07 | 0.59871 | 35.8 | 3762 | 31480 | |
|
| fas-fra | tatoeba-test-v2021-08-07 | 0.58095 | 36.3 | 376 | 3377 | |
|
| kur_Latn-deu | tatoeba-test-v2021-08-07 | 0.40276 | 24.9 | 223 | 1323 | |
|
| pes-eng | tatoeba-test-v2021-08-07 | 0.60717 | 42.3 | 3757 | 31411 | |
|
| ckb-deu | flores101-devtest | 0.40117 | 11.6 | 1012 | 25094 | |
|
| ckb-eng | flores101-devtest | 0.48321 | 21.6 | 1012 | 24721 | |
|
| ckb-fra | flores101-devtest | 0.44260 | 17.2 | 1012 | 28343 | |
|
| ckb-por | flores101-devtest | 0.43179 | 16.2 | 1012 | 26519 | |
|
| fas-eng | flores101-devtest | 0.61134 | 34.4 | 1012 | 24721 | |
|
| pus-eng | flores101-devtest | 0.49556 | 22.7 | 1012 | 24721 | |
|
| pus-fra | flores101-devtest | 0.45248 | 17.8 | 1012 | 28343 | |
|
| tgk-eng | flores101-devtest | 0.53630 | 25.4 | 1012 | 24721 | |
|
| tgk-fra | flores101-devtest | 0.49084 | 21.0 | 1012 | 28343 | |
|
| tgk-spa | flores101-devtest | 0.43524 | 15.5 | 1012 | 29199 | |
|
| ckb-deu | flores200-devtest | 0.40369 | 11.7 | 1012 | 25094 | |
|
| ckb-eng | flores200-devtest | 0.48447 | 21.5 | 1012 | 24721 | |
|
| ckb-fra | flores200-devtest | 0.44026 | 17.1 | 1012 | 28343 | |
|
| ckb-por | flores200-devtest | 0.43192 | 16.4 | 1012 | 26519 | |
|
| pes-deu | flores200-devtest | 0.51542 | 21.5 | 1012 | 25094 | |
|
| pes-eng | flores200-devtest | 0.61372 | 34.9 | 1012 | 24721 | |
|
| pes-fra | flores200-devtest | 0.56347 | 29.2 | 1012 | 28343 | |
|
| pes-por | flores200-devtest | 0.55676 | 28.5 | 1012 | 26519 | |
|
| pes-spa | flores200-devtest | 0.48334 | 19.8 | 1012 | 29199 | |
|
| prs-deu | flores200-devtest | 0.50562 | 21.2 | 1012 | 25094 | |
|
| prs-eng | flores200-devtest | 0.60716 | 35.1 | 1012 | 24721 | |
|
| prs-fra | flores200-devtest | 0.54769 | 27.8 | 1012 | 28343 | |
|
| prs-por | flores200-devtest | 0.54073 | 27.2 | 1012 | 26519 | |
|
| prs-spa | flores200-devtest | 0.46850 | 18.6 | 1012 | 29199 | |
|
| tgk-deu | flores200-devtest | 0.43115 | 14.2 | 1012 | 25094 | |
|
| tgk-eng | flores200-devtest | 0.53705 | 25.6 | 1012 | 24721 | |
|
| tgk-fra | flores200-devtest | 0.48902 | 20.7 | 1012 | 28343 | |
|
| tgk-por | flores200-devtest | 0.48519 | 20.7 | 1012 | 26519 | |
|
| tgk-spa | flores200-devtest | 0.43563 | 15.7 | 1012 | 29199 | |
|
| fas-deu | ntrex128 | 0.47408 | 16.7 | 1997 | 48761 | |
|
| fas-eng | ntrex128 | 0.55350 | 26.4 | 1997 | 47673 | |
|
| fas-fra | ntrex128 | 0.50311 | 22.1 | 1997 | 53481 | |
|
| fas-por | ntrex128 | 0.48005 | 19.1 | 1997 | 51631 | |
|
| fas-spa | ntrex128 | 0.50973 | 23.6 | 1997 | 54107 | |
|
| prs-deu | ntrex128 | 0.45191 | 14.9 | 1997 | 48761 | |
|
| prs-eng | ntrex128 | 0.54761 | 26.6 | 1997 | 47673 | |
|
| prs-fra | ntrex128 | 0.47819 | 19.9 | 1997 | 53481 | |
|
| prs-por | ntrex128 | 0.46241 | 17.4 | 1997 | 51631 | |
|
| prs-spa | ntrex128 | 0.48712 | 21.4 | 1997 | 54107 | |
|
| pus-eng | ntrex128 | 0.43901 | 17.4 | 1997 | 47673 | |
|
| pus-spa | ntrex128 | 0.40812 | 14.1 | 1997 | 54107 | |
|
| tgk_Cyrl-eng | ntrex128 | 0.46839 | 18.6 | 1997 | 47673 | |
|
| tgk_Cyrl-fra | ntrex128 | 0.42569 | 15.1 | 1997 | 53481 | |
|
| tgk_Cyrl-por | ntrex128 | 0.41632 | 13.7 | 1997 | 51631 | |
|
| tgk_Cyrl-spa | ntrex128 | 0.43763 | 16.8 | 1997 | 54107 | |
|
| ckb-eng | tico19-test | 0.61905 | 40.1 | 2100 | 56315 | |
|
| ckb-fra | tico19-test | 0.45070 | 19.7 | 2100 | 64661 | |
|
| ckb-por | tico19-test | 0.49617 | 22.9 | 2100 | 62729 | |
|
| ckb-spa | tico19-test | 0.50543 | 24.9 | 2100 | 66563 | |
|
| fas-eng | tico19-test | 0.64016 | 37.3 | 2100 | 56315 | |
|
| fas-fra | tico19-test | 0.53319 | 26.1 | 2100 | 64661 | |
|
| fas-por | tico19-test | 0.58008 | 30.6 | 2100 | 62729 | |
|
| fas-spa | tico19-test | 0.59239 | 33.3 | 2100 | 66563 | |
|
| prs-eng | tico19-test | 0.61702 | 34.8 | 2100 | 56824 | |
|
| prs-fra | tico19-test | 0.51218 | 24.0 | 2100 | 64661 | |
|
| prs-por | tico19-test | 0.55888 | 28.6 | 2100 | 62729 | |
|
| prs-spa | tico19-test | 0.57494 | 31.1 | 2100 | 66563 | |
|
| pus-eng | tico19-test | 0.57586 | 32.1 | 2100 | 56315 | |
|
| pus-fra | tico19-test | 0.46091 | 19.2 | 2100 | 64661 | |
|
| pus-por | tico19-test | 0.51033 | 24.1 | 2100 | 62729 | |
|
| pus-spa | tico19-test | 0.51857 | 25.9 | 2100 | 66563 | |
|
|
|
## Citation Information |
|
|
|
* Publications: [Democratizing neural machine translation with OPUS-MT](https://doi.org/10.1007/s10579-023-09704-w) and [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.) |
|
|
|
```bibtex |
|
@article{tiedemann2023democratizing, |
|
title={Democratizing neural machine translation with {OPUS-MT}}, |
|
author={Tiedemann, J{\"o}rg and Aulamo, Mikko and Bakshandaeva, Daria and Boggia, Michele and Gr{\"o}nroos, Stig-Arne and Nieminen, Tommi and Raganato, Alessandro and Scherrer, Yves and Vazquez, Raul and Virpioja, Sami}, |
|
journal={Language Resources and Evaluation}, |
|
number={58}, |
|
pages={713--755}, |
|
year={2023}, |
|
publisher={Springer Nature}, |
|
issn={1574-0218}, |
|
doi={10.1007/s10579-023-09704-w} |
|
} |
|
|
|
@inproceedings{tiedemann-thottingal-2020-opus, |
|
title = "{OPUS}-{MT} {--} Building open translation services for the World", |
|
author = {Tiedemann, J{\"o}rg and Thottingal, Santhosh}, |
|
booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation", |
|
month = nov, |
|
year = "2020", |
|
address = "Lisboa, Portugal", |
|
publisher = "European Association for Machine Translation", |
|
url = "https://aclanthology.org/2020.eamt-1.61", |
|
pages = "479--480", |
|
} |
|
|
|
@inproceedings{tiedemann-2020-tatoeba, |
|
title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}", |
|
author = {Tiedemann, J{\"o}rg}, |
|
booktitle = "Proceedings of the Fifth Conference on Machine Translation", |
|
month = nov, |
|
year = "2020", |
|
address = "Online", |
|
publisher = "Association for Computational Linguistics", |
|
url = "https://aclanthology.org/2020.wmt-1.139", |
|
pages = "1174--1182", |
|
} |
|
``` |
|
|
|
## Acknowledgements |
|
|
|
The work is supported by the [HPLT project](https://hplt-project.org/), funded by the European Union’s Horizon Europe research and innovation programme under grant agreement No 101070350. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland, and the [EuroHPC supercomputer LUMI](https://www.lumi-supercomputer.eu/). |
|
|
|
## Model conversion info |
|
|
|
* transformers version: 4.45.1 |
|
* OPUS-MT git hash: 0882077 |
|
* port time: Tue Oct 8 11:54:09 EEST 2024 |
|
* port machine: LM0-400-22516.local |
|
|
