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metadata
language:
  - eng
  - afr
  - nbl
  - xho
  - zul
  - sot
  - nso
  - tsn
  - ssw
  - ven
  - tso
license: cc-by-4.0
task_categories:
  - sentence-similarity
  - translation
pretty_name: The Vuk'uzenzele South African Multilingual Corpus
tags:
  - multilingual
  - government
arxiv: 2303.0375
configs:
  - config_name: afr-eng
    data_files:
      - split: train
        path: afr-eng/train-*
      - split: test
        path: afr-eng/test-*
      - split: eval
        path: afr-eng/eval-*
  - config_name: afr-nbl
    data_files:
      - split: train
        path: afr-nbl/train-*
      - split: test
        path: afr-nbl/test-*
      - split: eval
        path: afr-nbl/eval-*
  - config_name: afr-nso
    data_files:
      - split: train
        path: afr-nso/train-*
      - split: test
        path: afr-nso/test-*
      - split: eval
        path: afr-nso/eval-*
  - config_name: afr-sot
    data_files:
      - split: train
        path: afr-sot/train-*
      - split: test
        path: afr-sot/test-*
      - split: eval
        path: afr-sot/eval-*
  - config_name: afr-ssw
    data_files:
      - split: train
        path: afr-ssw/train-*
      - split: test
        path: afr-ssw/test-*
      - split: eval
        path: afr-ssw/eval-*
  - config_name: afr-tsn
    data_files:
      - split: train
        path: afr-tsn/train-*
      - split: test
        path: afr-tsn/test-*
      - split: eval
        path: afr-tsn/eval-*
  - config_name: afr-tso
    data_files:
      - split: train
        path: afr-tso/train-*
      - split: test
        path: afr-tso/test-*
      - split: eval
        path: afr-tso/eval-*
  - config_name: afr-ven
    data_files:
      - split: train
        path: afr-ven/train-*
      - split: test
        path: afr-ven/test-*
      - split: eval
        path: afr-ven/eval-*
  - config_name: afr-xho
    data_files:
      - split: train
        path: afr-xho/train-*
      - split: test
        path: afr-xho/test-*
      - split: eval
        path: afr-xho/eval-*
  - config_name: afr-zul
    data_files:
      - split: train
        path: afr-zul/train-*
      - split: test
        path: afr-zul/test-*
      - split: eval
        path: afr-zul/eval-*
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: test
        path: data/test-*
  - config_name: eng-nbl
    data_files:
      - split: train
        path: eng-nbl/train-*
      - split: test
        path: eng-nbl/test-*
      - split: eval
        path: eng-nbl/eval-*
  - config_name: eng-nso
    data_files:
      - split: train
        path: eng-nso/train-*
      - split: test
        path: eng-nso/test-*
      - split: eval
        path: eng-nso/eval-*
  - config_name: eng-sot
    data_files:
      - split: train
        path: eng-sot/train-*
      - split: test
        path: eng-sot/test-*
      - split: eval
        path: eng-sot/eval-*
  - config_name: eng-ssw
    data_files:
      - split: train
        path: eng-ssw/train-*
      - split: test
        path: eng-ssw/test-*
      - split: eval
        path: eng-ssw/eval-*
  - config_name: eng-tsn
    data_files:
      - split: train
        path: eng-tsn/train-*
      - split: test
        path: eng-tsn/test-*
      - split: eval
        path: eng-tsn/eval-*
  - config_name: eng-tso
    data_files:
      - split: train
        path: eng-tso/train-*
      - split: test
        path: eng-tso/test-*
      - split: eval
        path: eng-tso/eval-*
  - config_name: eng-ven
    data_files:
      - split: train
        path: eng-ven/train-*
      - split: test
        path: eng-ven/test-*
      - split: eval
        path: eng-ven/eval-*
  - config_name: eng-xho
    data_files:
      - split: train
        path: eng-xho/train-*
      - split: test
        path: eng-xho/test-*
      - split: eval
        path: eng-xho/eval-*
  - config_name: eng-zul
    data_files:
      - split: train
        path: eng-zul/train-*
      - split: test
        path: eng-zul/test-*
      - split: eval
        path: eng-zul/eval-*
  - config_name: nbl-nso
    data_files:
      - split: train
        path: nbl-nso/train-*
      - split: test
        path: nbl-nso/test-*
      - split: eval
        path: nbl-nso/eval-*
  - config_name: nbl-sot
    data_files:
      - split: train
        path: nbl-sot/train-*
      - split: test
        path: nbl-sot/test-*
      - split: eval
        path: nbl-sot/eval-*
  - config_name: nbl-ssw
    data_files:
      - split: train
        path: nbl-ssw/train-*
      - split: test
        path: nbl-ssw/test-*
      - split: eval
        path: nbl-ssw/eval-*
  - config_name: nbl-tsn
    data_files:
      - split: train
        path: nbl-tsn/train-*
      - split: test
        path: nbl-tsn/test-*
      - split: eval
        path: nbl-tsn/eval-*
  - config_name: nbl-tso
    data_files:
      - split: train
        path: nbl-tso/train-*
      - split: test
        path: nbl-tso/test-*
      - split: eval
        path: nbl-tso/eval-*
  - config_name: nbl-ven
    data_files:
      - split: train
        path: nbl-ven/train-*
      - split: test
        path: nbl-ven/test-*
      - split: eval
        path: nbl-ven/eval-*
  - config_name: nbl-xho
    data_files:
      - split: train
        path: nbl-xho/train-*
      - split: test
        path: nbl-xho/test-*
      - split: eval
        path: nbl-xho/eval-*
  - config_name: nbl-zul
    data_files:
      - split: train
        path: nbl-zul/train-*
      - split: test
        path: nbl-zul/test-*
      - split: eval
        path: nbl-zul/eval-*
  - config_name: nso-sot
    data_files:
      - split: train
        path: nso-sot/train-*
      - split: test
        path: nso-sot/test-*
      - split: eval
        path: nso-sot/eval-*
  - config_name: nso-ssw
    data_files:
      - split: train
        path: nso-ssw/train-*
      - split: test
        path: nso-ssw/test-*
      - split: eval
        path: nso-ssw/eval-*
  - config_name: nso-tsn
    data_files:
      - split: train
        path: nso-tsn/train-*
      - split: test
        path: nso-tsn/test-*
      - split: eval
        path: nso-tsn/eval-*
  - config_name: nso-tso
    data_files:
      - split: train
        path: nso-tso/train-*
      - split: test
        path: nso-tso/test-*
      - split: eval
        path: nso-tso/eval-*
  - config_name: nso-ven
    data_files:
      - split: train
        path: nso-ven/train-*
      - split: test
        path: nso-ven/test-*
      - split: eval
        path: nso-ven/eval-*
  - config_name: nso-xho
    data_files:
      - split: train
        path: nso-xho/train-*
      - split: test
        path: nso-xho/test-*
      - split: eval
        path: nso-xho/eval-*
  - config_name: nso-zul
    data_files:
      - split: train
        path: nso-zul/train-*
      - split: test
        path: nso-zul/test-*
      - split: eval
        path: nso-zul/eval-*
  - config_name: sot-ssw
    data_files:
      - split: train
        path: sot-ssw/train-*
      - split: test
        path: sot-ssw/test-*
      - split: eval
        path: sot-ssw/eval-*
  - config_name: sot-tsn
    data_files:
      - split: train
        path: sot-tsn/train-*
      - split: test
        path: sot-tsn/test-*
      - split: eval
        path: sot-tsn/eval-*
  - config_name: sot-tso
    data_files:
      - split: train
        path: sot-tso/train-*
      - split: test
        path: sot-tso/test-*
      - split: eval
        path: sot-tso/eval-*
  - config_name: sot-ven
    data_files:
      - split: train
        path: sot-ven/train-*
      - split: test
        path: sot-ven/test-*
      - split: eval
        path: sot-ven/eval-*
  - config_name: sot-xho
    data_files:
      - split: train
        path: sot-xho/train-*
      - split: test
        path: sot-xho/test-*
      - split: eval
        path: sot-xho/eval-*
  - config_name: sot-zul
    data_files:
      - split: train
        path: sot-zul/train-*
      - split: test
        path: sot-zul/test-*
      - split: eval
        path: sot-zul/eval-*
  - config_name: ssw-tsn
    data_files:
      - split: train
        path: ssw-tsn/train-*
      - split: test
        path: ssw-tsn/test-*
      - split: eval
        path: ssw-tsn/eval-*
  - config_name: ssw-tso
    data_files:
      - split: train
        path: ssw-tso/train-*
      - split: test
        path: ssw-tso/test-*
      - split: eval
        path: ssw-tso/eval-*
  - config_name: ssw-ven
    data_files:
      - split: train
        path: ssw-ven/train-*
      - split: test
        path: ssw-ven/test-*
      - split: eval
        path: ssw-ven/eval-*
  - config_name: ssw-xho
    data_files:
      - split: train
        path: ssw-xho/train-*
      - split: test
        path: ssw-xho/test-*
      - split: eval
        path: ssw-xho/eval-*
  - config_name: ssw-zul
    data_files:
      - split: train
        path: ssw-zul/train-*
      - split: test
        path: ssw-zul/test-*
  - config_name: tsn-tso
    data_files:
      - split: train
        path: tsn-tso/train-*
      - split: test
        path: tsn-tso/test-*
  - config_name: tsn-ven
    data_files:
      - split: train
        path: tsn-ven/train-*
      - split: test
        path: tsn-ven/test-*
  - config_name: tsn-xho
    data_files:
      - split: train
        path: tsn-xho/train-*
      - split: test
        path: tsn-xho/test-*
  - config_name: tsn-zul
    data_files:
      - split: train
        path: tsn-zul/train-*
      - split: test
        path: tsn-zul/test-*
  - config_name: tso-ven
    data_files:
      - split: train
        path: tso-ven/train-*
      - split: test
        path: tso-ven/test-*
  - config_name: tso-xho
    data_files:
      - split: train
        path: tso-xho/train-*
      - split: test
        path: tso-xho/test-*
  - config_name: tso-zul
    data_files:
      - split: train
        path: tso-zul/train-*
      - split: test
        path: tso-zul/test-*
  - config_name: ven-xho
    data_files:
      - split: train
        path: ven-xho/train-*
      - split: test
        path: ven-xho/test-*
  - config_name: ven-zul
    data_files:
      - split: train
        path: ven-zul/train-*
      - split: test
        path: ven-zul/test-*
  - config_name: xho-zul
    data_files:
      - split: train
        path: xho-zul/train-*
      - split: test
        path: xho-zul/test-*
dataset_info:
  - config_name: afr-eng
    features:
      - name: afr
        dtype: string
      - name: eng
        dtype: string
      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
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        num_examples: 2660
      - name: test
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        num_examples: 570
      - name: eval
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        num_examples: 571
    download_size: 757198
    dataset_size: 1137306
  - config_name: afr-nbl
    features:
      - name: afr
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      - name: nbl
        dtype: string
      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
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      - name: test
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        num_examples: 155
      - name: eval
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    download_size: 279950
    dataset_size: 399271
  - config_name: afr-nso
    features:
      - name: afr
        dtype: string
      - name: nso
        dtype: string
      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
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      - name: test
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        num_examples: 630
      - name: eval
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        num_examples: 630
    download_size: 892392
    dataset_size: 1398549
  - config_name: afr-sot
    features:
      - name: afr
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      - name: sot
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      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
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      - name: test
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        num_examples: 636
      - name: eval
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        num_examples: 636
    download_size: 901006
    dataset_size: 1392912
  - config_name: afr-ssw
    features:
      - name: afr
        dtype: string
      - name: ssw
        dtype: string
      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
    splits:
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      - name: test
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        num_examples: 652
      - name: eval
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    download_size: 927666
    dataset_size: 1393772
  - config_name: afr-tsn
    features:
      - name: afr
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      - name: tsn
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      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
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      - name: test
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        num_examples: 607
      - name: eval
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        num_examples: 607
    download_size: 913596
    dataset_size: 1443032
  - config_name: afr-tso
    features:
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      - name: tso
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      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
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      - name: test
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        num_examples: 633
      - name: eval
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        num_examples: 633
    download_size: 902666
    dataset_size: 1405022
  - config_name: afr-ven
    features:
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      - name: ven
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      - name: score
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      - name: __index_level_0__
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      - name: test
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      - name: eval
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    download_size: 323825
    dataset_size: 499976
  - config_name: afr-xho
    features:
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      - name: xho
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      - name: score
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      - name: __index_level_0__
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      - name: test
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      - name: eval
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    download_size: 944334
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  - config_name: afr-zul
    features:
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      - name: zul
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      - name: score
        dtype: float64
      - name: __index_level_0__
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      - name: test
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        num_examples: 660
      - name: eval
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    download_size: 932565
    dataset_size: 1392399
  - config_name: default
    features:
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      - name: nso
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      - name: score
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      - name: __index_level_0__
        dtype: int64
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        num_examples: 315
      - name: test
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    download_size: 113394
    dataset_size: 159957
  - config_name: eng-nbl
    features:
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      - name: nbl
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      - name: score
        dtype: float64
      - name: __index_level_0__
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      - name: test
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        num_examples: 45
      - name: eval
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        num_examples: 45
    download_size: 89654
    dataset_size: 110551
  - config_name: eng-nso
    features:
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      - name: nso
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      - name: score
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      - name: __index_level_0__
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      - name: test
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      - name: eval
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        num_examples: 561
    download_size: 770909
    dataset_size: 1213416
  - config_name: eng-sot
    features:
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      - name: sot
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      - name: score
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      - name: __index_level_0__
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      - name: test
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      - name: eval
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    download_size: 776145
    dataset_size: 1205484
  - config_name: eng-ssw
    features:
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      - name: ssw
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      - name: score
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      - name: __index_level_0__
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      - name: test
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        num_examples: 571
      - name: eval
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    download_size: 777951
    dataset_size: 1182776
  - config_name: eng-tsn
    features:
      - name: eng
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      - name: tsn
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      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
    splits:
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      - name: test
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        num_examples: 539
      - name: eval
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    download_size: 786563
    dataset_size: 1258877
  - config_name: eng-tso
    features:
      - name: eng
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      - name: tso
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      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
    splits:
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      - name: test
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        num_examples: 562
      - name: eval
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    download_size: 773662
    dataset_size: 1207457
  - config_name: eng-ven
    features:
      - name: eng
        dtype: string
      - name: ven
        dtype: string
      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
    splits:
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        num_examples: 279
      - name: test
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        num_examples: 60
      - name: eval
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        num_examples: 60
    download_size: 119271
    dataset_size: 165963
  - config_name: eng-xho
    features:
      - name: eng
        dtype: string
      - name: xho
        dtype: string
      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
    splits:
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      - name: test
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        num_examples: 571
      - name: eval
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        num_examples: 571
    download_size: 784961
    dataset_size: 1178271
  - config_name: eng-zul
    features:
      - name: eng
        dtype: string
      - name: zul
        dtype: string
      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
    splits:
      - name: train
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        num_examples: 2646
      - name: test
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        num_examples: 567
      - name: eval
        num_bytes: 177547
        num_examples: 567
    download_size: 767836
    dataset_size: 1162153
  - config_name: nbl-nso
    features:
      - name: nbl
        dtype: string
      - name: nso
        dtype: string
      - name: score
        dtype: float64
      - name: __index_level_0__
        dtype: int64
    splits:
      - name: train
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        num_examples: 275
      - name: test
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        num_examples: 59
      - name: eval
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        num_examples: 60
    download_size: 118816
    dataset_size: 159957
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The Vuk'uzenzele South African Multilingual Corpus

Github: https://github.com/dsfsi/vukuzenzele-nlp/

Zenodo: DOI

Arxiv Preprint: arXiv

Give Feedback 📑: DSFSI Resource Feedback Form

About

The dataset was obtained from the South African government magazine Vuk'uzenzele, created by the Government Communication and Information System (GCIS). The original raw PDFS were obtatined from the Vuk'uzenzele website.

The datasets contain government magazine editions in 11 languages, namely:

Language Code Language Code
English (eng) Sepedi (sep)
Afrikaans (afr) Setswana (tsn)
isiNdebele (nbl) Siswati (ssw)
isiXhosa (xho) Tshivenda (ven)
isiZulu (zul) Xitstonga (tso)
Sesotho (nso)

Available pairings

The alignment direction is bidrectional, i.e. xho-zul is zul-xho

afr-eng; afr-nbl; afr-nso; afr-sot; afr-ssw; afr-tsn; afr-tso; afr-ven; afr-xho; afr-zul
eng-nbl; eng-nso; eng-sot ;eng-ssw; eng-tsn; eng-tso; eng-ven; eng-xho; eng-zul
nbl-nso; nbl-sot; nbl-ssw; nbl-tsn; nbl-tso; nbl-ven; nbl-xho; nbl-zul
nso-sot; nso-ssw; nso-tsn; nso-tso; nso-ven; nso-xho; nso-zul
sot-ssw; sot-tsn; sot-tso; sot-ven; sot-xho; sot-zul
ssw-tsn; ssw-tso; ssw-ven; ssw-xho; ssw-zul
tsn-tso; tsn-ven; tsn-xho; tsn-zul
tso-ven; tso-xho; tso-zul
ven-xho; ven-zul
xho-zul

Disclaimer

This dataset contains machine-readable data extracted from PDF documents, from https://www.vukuzenzele.gov.za/, provided by the Government Communication Information System (GCIS). While efforts were made to ensure the accuracy and completeness of this data, there may be errors or discrepancies between the original publications and this dataset. No warranties, guarantees or representations are given in relation to the information contained in the dataset. The members of the Data Science for Societal Impact Research Group bear no responsibility and/or liability for any such errors or discrepancies in this dataset. The Government Communication Information System (GCIS) bears no responsibility and/or liability for any such errors or discrepancies in this dataset. It is recommended that users verify all information contained herein before making decisions based upon this information.

Datasets

The datasets consist of pairwise sentence aligned data. There are 55 distinct datasets of paired sentences. The data is obtained by comparing LASER embeddings of sentence tokens between 2 languages. If the similarity is high, the sentences are deemed semantic equivalents of one another and the observation is outputted.

Naming convention:
The naming structure of the pairwise_sentence_aligned folder is aligned-{src_lang_code}-{tgt_lang_code}.csv.
For example, aligned-afr-zul.csv is the aligned sentences between Afrikaans and isiZulu.

The data is in .csv format and the columns are src_text,tgt_text,cosine_score where:

  • src_text is the source sentence
  • tgt_text is the target sentence
  • cosine_score is the cosine similarity score obtained by comparing the sentence embeddings, it ranges from 0 to 1

Note: The notion of source (src) and target (tgt) are only necessary for distinction between the languages used in the aligned pair, as the sentence semantics should be bidirectional. (hallo <-> sawubona)

Citation

Vukosi Marivate, Andani Madodonga, Daniel Njini, Richard Lastrucci, Isheanesu Dzingirai, Jenalea Rajab. The Vuk'uzenzele South African Multilingual Corpus, 2023

@dataset{marivate_vukosi_2023_7598540, author = {Marivate, Vukosi and Njini, Daniel and Madodonga, Andani and Lastrucci, Richard and Dzingirai, Isheanesu Rajab, Jenalea}, title = {The Vuk'uzenzele South African Multilingual Corpus}, month = feb, year = 2023, publisher = {Zenodo}, doi = {10.5281/zenodo.7598539}, url = {https://doi.org/10.5281/zenodo.7598539} }

Licence