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turkic_xwmt / README.md
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metadata
annotations_creators:
  - crowdsourced
language_creators:
  - found
language:
  - az
  - ba
  - en
  - kaa
  - kk
  - ky
  - ru
  - sah
  - tr
  - uz
license:
  - mit
multilinguality:
  - translation
pretty_name: turkic_xwmt
size_categories:
  - n<1K
task_categories:
  - translation
task_ids: []
source_datasets:
  - extended|WMT 2020 News Translation Task
dataset_info:
  - config_name: az-ba
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - az
              - ba
    splits:
      - name: test
        num_bytes: 266801
        num_examples: 600
    download_size: 12862396
    dataset_size: 266801
  - config_name: az-en
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - az
              - en
    splits:
      - name: test
        num_bytes: 181156
        num_examples: 600
    download_size: 12862396
    dataset_size: 181156
  - config_name: az-kaa
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - az
              - kaa
    splits:
      - name: test
        num_bytes: 134071
        num_examples: 300
    download_size: 12862396
    dataset_size: 134071
  - config_name: az-kk
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - az
              - kk
    splits:
      - name: test
        num_bytes: 203798
        num_examples: 500
    download_size: 12862396
    dataset_size: 203798
  - config_name: az-ky
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - az
              - ky
    splits:
      - name: test
        num_bytes: 210549
        num_examples: 500
    download_size: 12862396
    dataset_size: 210549
  - config_name: az-ru
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - az
              - ru
    splits:
      - name: test
        num_bytes: 262739
        num_examples: 600
    download_size: 12862396
    dataset_size: 262739
  - config_name: az-sah
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - az
              - sah
    splits:
      - name: test
        num_bytes: 144198
        num_examples: 300
    download_size: 12862396
    dataset_size: 144198
  - config_name: az-tr
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      - name: translation
        dtype:
          translation:
            languages:
              - az
              - tr
    splits:
      - name: test
        num_bytes: 162447
        num_examples: 500
    download_size: 12862396
    dataset_size: 162447
  - config_name: az-uz
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      - name: translation
        dtype:
          translation:
            languages:
              - az
              - uz
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      - name: test
        num_bytes: 194231
        num_examples: 600
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    dataset_size: 194231
  - config_name: ba-az
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      - name: translation
        dtype:
          translation:
            languages:
              - ba
              - az
    splits:
      - name: test
        num_bytes: 266801
        num_examples: 600
    download_size: 12862396
    dataset_size: 266801
  - config_name: ba-en
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      - name: translation
        dtype:
          translation:
            languages:
              - ba
              - en
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      - name: test
        num_bytes: 431223
        num_examples: 1000
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    dataset_size: 431223
  - config_name: ba-kaa
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      - name: translation
        dtype:
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            languages:
              - ba
              - kaa
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      - name: test
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        num_examples: 300
    download_size: 12862396
    dataset_size: 168895
  - config_name: ba-kk
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      - name: translation
        dtype:
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            languages:
              - ba
              - kk
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      - name: test
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        num_examples: 700
    download_size: 12862396
    dataset_size: 374756
  - config_name: ba-ky
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      - name: translation
        dtype:
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            languages:
              - ba
              - ky
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      - name: test
        num_bytes: 268986
        num_examples: 500
    download_size: 12862396
    dataset_size: 268986
  - config_name: ba-ru
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      - name: translation
        dtype:
          translation:
            languages:
              - ba
              - ru
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      - name: test
        num_bytes: 568101
        num_examples: 1000
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    dataset_size: 568101
  - config_name: ba-sah
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      - name: translation
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          translation:
            languages:
              - ba
              - sah
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      - name: test
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    dataset_size: 179022
  - config_name: ba-tr
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      - name: translation
        dtype:
          translation:
            languages:
              - ba
              - tr
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      - name: test
        num_bytes: 309455
        num_examples: 700
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    dataset_size: 309455
  - config_name: ba-uz
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      - name: translation
        dtype:
          translation:
            languages:
              - ba
              - uz
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      - name: test
        num_bytes: 410874
        num_examples: 900
    download_size: 12862396
    dataset_size: 410874
  - config_name: en-az
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      - name: translation
        dtype:
          translation:
            languages:
              - en
              - az
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      - name: test
        num_bytes: 181156
        num_examples: 600
    download_size: 12862396
    dataset_size: 181156
  - config_name: en-ba
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      - name: translation
        dtype:
          translation:
            languages:
              - en
              - ba
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      - name: test
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        num_examples: 1000
    download_size: 12862396
    dataset_size: 431223
  - config_name: en-kaa
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      - name: translation
        dtype:
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            languages:
              - en
              - kaa
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      - name: test
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        num_examples: 300
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    dataset_size: 126304
  - config_name: en-kk
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      - name: translation
        dtype:
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            languages:
              - en
              - kk
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      - name: test
        num_bytes: 274728
        num_examples: 700
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    dataset_size: 274728
  - config_name: en-ky
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      - name: translation
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          translation:
            languages:
              - en
              - ky
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      - name: test
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    dataset_size: 198854
  - config_name: en-ru
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      - name: translation
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            languages:
              - en
              - ru
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      - name: test
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        num_examples: 1000
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    dataset_size: 422718
  - config_name: en-sah
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      - name: translation
        dtype:
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            languages:
              - en
              - sah
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      - name: test
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        num_examples: 300
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    dataset_size: 136431
  - config_name: en-tr
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      - name: translation
        dtype:
          translation:
            languages:
              - en
              - tr
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      - name: test
        num_bytes: 210144
        num_examples: 700
    download_size: 12862396
    dataset_size: 210144
  - config_name: en-uz
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      - name: translation
        dtype:
          translation:
            languages:
              - en
              - uz
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      - name: test
        num_bytes: 278971
        num_examples: 900
    download_size: 12862396
    dataset_size: 278971
  - config_name: kaa-az
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      - name: translation
        dtype:
          translation:
            languages:
              - kaa
              - az
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      - name: test
        num_bytes: 134071
        num_examples: 300
    download_size: 12862396
    dataset_size: 134071
  - config_name: kaa-ba
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      - name: translation
        dtype:
          translation:
            languages:
              - kaa
              - ba
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      - name: test
        num_bytes: 168895
        num_examples: 300
    download_size: 12862396
    dataset_size: 168895
  - config_name: kaa-en
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      - name: translation
        dtype:
          translation:
            languages:
              - kaa
              - en
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      - name: test
        num_bytes: 126304
        num_examples: 300
    download_size: 12862396
    dataset_size: 126304
  - config_name: kaa-kk
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      - name: translation
        dtype:
          translation:
            languages:
              - kaa
              - kk
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      - name: test
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        num_examples: 300
    download_size: 12862396
    dataset_size: 160022
  - config_name: kaa-ky
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      - name: translation
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            languages:
              - kaa
              - ky
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      - name: test
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        num_examples: 300
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    dataset_size: 163763
  - config_name: kaa-ru
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      - name: translation
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            languages:
              - kaa
              - ru
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    dataset_size: 168349
  - config_name: kaa-sah
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      - name: translation
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            languages:
              - kaa
              - sah
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  - config_name: kaa-tr
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            languages:
              - kaa
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  - config_name: kaa-uz
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      - name: translation
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            languages:
              - kaa
              - uz
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      - name: test
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  - config_name: kk-az
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      - name: translation
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          translation:
            languages:
              - kk
              - az
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      - name: test
        num_bytes: 203798
        num_examples: 500
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    dataset_size: 203798
  - config_name: kk-ba
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      - name: translation
        dtype:
          translation:
            languages:
              - kk
              - ba
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      - name: test
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        num_examples: 700
    download_size: 12862396
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  - config_name: kk-en
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      - name: translation
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            languages:
              - kk
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      - name: test
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  - config_name: kk-kaa
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      - name: translation
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            languages:
              - kk
              - kaa
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      - name: test
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    dataset_size: 160022
  - config_name: kk-ky
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      - name: translation
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            languages:
              - kk
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      - name: test
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  - config_name: kk-ru
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      - name: translation
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            languages:
              - kk
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            languages:
              - kk
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  - config_name: kk-tr
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      - name: translation
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              - kk
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  - config_name: kk-uz
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              - kk
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  - config_name: ky-az
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              - ky
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              - ky
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  - config_name: sah-az
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              - sah
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              - sah
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              - sah
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  - config_name: sah-kk
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  - config_name: sah-ky
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              - sah
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              - sah
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            languages:
              - sah
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  - config_name: sah-uz
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            languages:
              - sah
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  - config_name: tr-az
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            languages:
              - tr
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  - config_name: tr-ba
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            languages:
              - tr
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  - config_name: tr-en
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            languages:
              - tr
              - en
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      - name: test
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  - config_name: tr-kaa
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            languages:
              - tr
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              - tr
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  - config_name: tr-ky
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            languages:
              - tr
              - ky
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      - name: test
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        num_examples: 400
    download_size: 12862396
    dataset_size: 168026
  - config_name: tr-ru
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - tr
              - ru
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        num_examples: 700
    download_size: 12862396
    dataset_size: 304586
  - config_name: tr-sah
    features:
      - name: translation
        dtype:
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            languages:
              - tr
              - sah
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        num_examples: 300
    download_size: 12862396
    dataset_size: 142182
  - config_name: tr-uz
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - tr
              - uz
    splits:
      - name: test
        num_bytes: 194761
        num_examples: 600
    download_size: 12862396
    dataset_size: 194761
  - config_name: uz-az
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - az
    splits:
      - name: test
        num_bytes: 194231
        num_examples: 600
    download_size: 12862396
    dataset_size: 194231
  - config_name: uz-ba
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - ba
    splits:
      - name: test
        num_bytes: 410874
        num_examples: 900
    download_size: 12862396
    dataset_size: 410874
  - config_name: uz-en
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - en
    splits:
      - name: test
        num_bytes: 278971
        num_examples: 900
    download_size: 12862396
    dataset_size: 278971
  - config_name: uz-kaa
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - kaa
    splits:
      - name: test
        num_bytes: 132789
        num_examples: 300
    download_size: 12862396
    dataset_size: 132789
  - config_name: uz-kk
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - kk
    splits:
      - name: test
        num_bytes: 290325
        num_examples: 700
    download_size: 12862396
    dataset_size: 290325
  - config_name: uz-ky
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - ky
    splits:
      - name: test
        num_bytes: 209619
        num_examples: 500
    download_size: 12862396
    dataset_size: 209619
  - config_name: uz-ru
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - ru
    splits:
      - name: test
        num_bytes: 403551
        num_examples: 900
    download_size: 12862396
    dataset_size: 403551
  - config_name: uz-sah
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - sah
    splits:
      - name: test
        num_bytes: 142916
        num_examples: 300
    download_size: 12862396
    dataset_size: 142916
  - config_name: uz-tr
    features:
      - name: translation
        dtype:
          translation:
            languages:
              - uz
              - tr
    splits:
      - name: test
        num_bytes: 194761
        num_examples: 600
    download_size: 12862396
    dataset_size: 194761
config_names:
  - az-ba
  - az-en
  - az-kaa
  - az-kk
  - az-ky
  - az-ru
  - az-sah
  - az-tr
  - az-uz
  - ba-az
  - ba-en
  - ba-kaa
  - ba-kk
  - ba-ky
  - ba-ru
  - ba-sah
  - ba-tr
  - ba-uz
  - en-az
  - en-ba
  - en-kaa
  - en-kk
  - en-ky
  - en-ru
  - en-sah
  - en-tr
  - en-uz
  - kaa-az
  - kaa-ba
  - kaa-en
  - kaa-kk
  - kaa-ky
  - kaa-ru
  - kaa-sah
  - kaa-tr
  - kaa-uz
  - kk-az
  - kk-ba
  - kk-en
  - kk-kaa
  - kk-ky
  - kk-ru
  - kk-sah
  - kk-tr
  - kk-uz
  - ky-az
  - ky-ba
  - ky-en
  - ky-kaa
  - ky-kk
  - ky-ru
  - ky-sah
  - ky-tr
  - ky-uz
  - ru-az
  - ru-ba
  - ru-en
  - ru-kaa
  - ru-kk
  - ru-ky
  - ru-sah
  - ru-tr
  - ru-uz
  - sah-az
  - sah-ba
  - sah-en
  - sah-kaa
  - sah-kk
  - sah-ky
  - sah-ru
  - sah-tr
  - sah-uz
  - tr-az
  - tr-ba
  - tr-en
  - tr-kaa
  - tr-kk
  - tr-ky
  - tr-ru
  - tr-sah
  - tr-uz
  - uz-az
  - uz-ba
  - uz-en
  - uz-kaa
  - uz-kk
  - uz-ky
  - uz-ru
  - uz-sah
  - uz-tr

Dataset Card for turkic_xwmt

Table of Contents

Dataset Description

Dataset Summary

To establish a comprehensive and challenging evaluation benchmark for Machine Translation in Turkic languages, we translate a test set originally introduced in WMT 2020 News Translation Task for English-Russian. The original dataset is profesionally translated and consists of sentences from news articles that are both English and Russian-centric. We adopt this evaluation set (X-WMT) and begin efforts to translate it into several Turkic languages. The current version of X-WMT includes covers 8 Turkic languages and 88 language directions with a minimum of 300 sentences per language direction.

Supported Tasks and Leaderboards

[More Information Needed]

Languages

Currently covered languages are (besides English and Russian):

  • Azerbaijani (az)
  • Bashkir (ba)
  • Karakalpak (kaa)
  • Kazakh (kk)
  • Kirghiz (ky)
  • Turkish (tr)
  • Sakha (sah)
  • Uzbek (uz)

Dataset Structure

Data Instances

A random example from the Russian-Uzbek set:

{"translation": {'ru': 'Моника Мутсвангва , министр информации Зимбабве , утверждает , что полиция вмешалась в отъезд Магомбейи из соображений безопасности и вследствие состояния его здоровья .', 'uz': 'Zimbabvening Axborot vaziri , Monika Mutsvanva Magombeyining xavfsizligi va sog'ligi tufayli bo'lgan jo'nab ketishinida politsiya aralashuvini ushlab turadi .'}}

Data Fields

Each example has one field "translation" that contains two subfields: one per language, e.g. for the Russian-Uzbek set:

  • translation: a dictionary with two subfields:
    • ru: the russian text
    • uz: the uzbek text

Data Splits

Click here to show the number of examples per configuration: | | test | |:--------|-------:| | az-ba | 600 | | az-en | 600 | | az-kaa | 300 | | az-kk | 500 | | az-ky | 500 | | az-ru | 600 | | az-sah | 300 | | az-tr | 500 | | az-uz | 600 | | ba-az | 600 | | ba-en | 1000 | | ba-kaa | 300 | | ba-kk | 700 | | ba-ky | 500 | | ba-ru | 1000 | | ba-sah | 300 | | ba-tr | 700 | | ba-uz | 900 | | en-az | 600 | | en-ba | 1000 | | en-kaa | 300 | | en-kk | 700 | | en-ky | 500 | | en-ru | 1000 | | en-sah | 300 | | en-tr | 700 | | en-uz | 900 | | kaa-az | 300 | | kaa-ba | 300 | | kaa-en | 300 | | kaa-kk | 300 | | kaa-ky | 300 | | kaa-ru | 300 | | kaa-sah | 300 | | kaa-tr | 300 | | kaa-uz | 300 | | kk-az | 500 | | kk-ba | 700 | | kk-en | 700 | | kk-kaa | 300 | | kk-ky | 500 | | kk-ru | 700 | | kk-sah | 300 | | kk-tr | 500 | | kk-uz | 700 | | ky-az | 500 | | ky-ba | 500 | | ky-en | 500 | | ky-kaa | 300 | | ky-kk | 500 | | ky-ru | 500 | | ky-sah | 300 | | ky-tr | 400 | | ky-uz | 500 | | ru-az | 600 | | ru-ba | 1000 | | ru-en | 1000 | | ru-kaa | 300 | | ru-kk | 700 | | ru-ky | 500 | | ru-sah | 300 | | ru-tr | 700 | | ru-uz | 900 | | sah-az | 300 | | sah-ba | 300 | | sah-en | 300 | | sah-kaa | 300 | | sah-kk | 300 | | sah-ky | 300 | | sah-ru | 300 | | sah-tr | 300 | | sah-uz | 300 | | tr-az | 500 | | tr-ba | 700 | | tr-en | 700 | | tr-kaa | 300 | | tr-kk | 500 | | tr-ky | 400 | | tr-ru | 700 | | tr-sah | 300 | | tr-uz | 600 | | uz-az | 600 | | uz-ba | 900 | | uz-en | 900 | | uz-kaa | 300 | | uz-kk | 700 | | uz-ky | 500 | | uz-ru | 900 | | uz-sah | 300 | | uz-tr | 600 |

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection and Normalization

[More Information Needed]

Who are the source language producers?

[More Information Needed]

Annotations

Annotation process

[More Information Needed]

Who are the annotators?

Translators, annotators and dataset contributors (in alphabetical order)

Abilxayr Zholdybai
Aigiz Kunafin
Akylbek Khamitov
Alperen Cantez
Aydos Muxammadiyarov
Doniyorbek Rafikjonov
Erkinbek Vokhabov
Ipek Baris
Iskander Shakirov
Madina Zokirjonova
Mohiyaxon Uzoqova
Mukhammadbektosh Khaydarov
Nurlan Maharramli
Petr Popov
Rasul Karimov
Sariya Kagarmanova
Ziyodabonu Qobiljon qizi

Personal and Sensitive Information

[More Information Needed]

Considerations for Using the Data

Social Impact of Dataset

[More Information Needed]

Discussion of Biases

[More Information Needed]

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

[More Information Needed]

Licensing Information

MIT License

Citation Information

@inproceedings{mirzakhalov2021large,
  title={A Large-Scale Study of Machine Translation in Turkic Languages},
  author={Mirzakhalov, Jamshidbek and Babu, Anoop and Ataman, Duygu and Kariev, Sherzod and Tyers, Francis and Abduraufov, Otabek and Hajili, Mammad and Ivanova, Sardana and Khaytbaev, Abror and Laverghetta Jr, Antonio and others},
  booktitle={Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing},
  pages={5876--5890},
  year={2021}
}

Contributions

This project was carried out with the help and contributions from dozens of individuals and organizations. We acknowledge and greatly appreciate each and every one of them:

Authors on the publications (in alphabetical order)

Abror Khaytbaev
Ahsan Wahab
Aigiz Kunafin
Anoop Babu
Antonio Laverghetta Jr.
Behzodbek Moydinboyev
Dr. Duygu Ataman
Esra Onal
Dr. Francis Tyers
Jamshidbek Mirzakhalov
Dr. John Licato
Dr. Julia Kreutzer
Mammad Hajili
Mokhiyakhon Uzokova
Dr. Orhan Firat
Otabek Abduraufov
Sardana Ivanova
Shaxnoza Pulatova
Sherzod Kariev
Dr. Sriram Chellappan

Translators, annotators and dataset contributors (in alphabetical order)

Abilxayr Zholdybai
Aigiz Kunafin
Akylbek Khamitov
Alperen Cantez
Aydos Muxammadiyarov
Doniyorbek Rafikjonov
Erkinbek Vokhabov
Ipek Baris
Iskander Shakirov
Madina Zokirjonova
Mohiyaxon Uzoqova
Mukhammadbektosh Khaydarov
Nurlan Maharramli
Petr Popov
Rasul Karimov
Sariya Kagarmanova
Ziyodabonu Qobiljon qizi

Industry supporters

Google Cloud
Khan Academy Oʻzbek
The Foundation for the Preservation and Development of the Bashkir Language

Thanks to @mirzakhalov for adding this dataset.