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Add 'ia' config data files
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metadata
annotations_creators:
  - machine-generated
language_creators:
  - crowdsourced
language:
  - af
  - ar
  - az
  - be
  - ber
  - bg
  - bn
  - br
  - ca
  - cbk
  - cmn
  - cs
  - da
  - de
  - el
  - en
  - eo
  - es
  - et
  - eu
  - fi
  - fr
  - gl
  - gos
  - he
  - hi
  - hr
  - hu
  - hy
  - ia
  - id
  - ie
  - io
  - is
  - it
  - ja
  - jbo
  - kab
  - ko
  - kw
  - la
  - lfn
  - lt
  - mk
  - mr
  - nb
  - nds
  - nl
  - orv
  - ota
  - pes
  - pl
  - pt
  - rn
  - ro
  - ru
  - sl
  - sr
  - sv
  - tk
  - tl
  - tlh
  - tok
  - tr
  - tt
  - ug
  - uk
  - ur
  - vi
  - vo
  - war
  - wuu
  - yue
license:
  - cc-by-2.0
multilinguality:
  - multilingual
size_categories:
  - 100K<n<1M
  - 10K<n<100K
  - 1K<n<10K
  - 1M<n<10M
  - n<1K
source_datasets:
  - extended|other-tatoeba
task_categories:
  - text2text-generation
  - translation
  - text-classification
task_ids:
  - semantic-similarity-classification
paperswithcode_id: tapaco
pretty_name: TaPaCo Corpus
config_names:
  - af
  - all_languages
  - ar
  - az
  - be
  - ber
  - bg
  - bn
  - br
  - ca
  - cbk
  - cmn
  - cs
  - da
  - de
  - el
  - en
  - eo
  - es
  - et
  - eu
  - fi
  - fr
  - gl
  - gos
  - he
  - hi
  - hr
  - hu
  - hy
  - ia
  - id
  - ie
  - io
  - is
  - it
  - ja
  - jbo
  - kab
  - ko
  - kw
  - la
  - lfn
  - lt
  - mk
  - mr
  - nb
  - nds
  - nl
  - orv
  - ota
  - pes
  - pl
  - pt
  - rn
  - ro
  - ru
  - sl
  - sr
  - sv
  - tk
  - tl
  - tlh
  - tok
  - tr
  - tt
  - ug
  - uk
  - ur
  - vi
  - vo
  - war
  - wuu
  - yue
tags:
  - paraphrase-generation
dataset_info:
  - config_name: af
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 21187
        num_examples: 307
    download_size: 11781
    dataset_size: 21187
  - config_name: all_languages
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 162796380
        num_examples: 1926192
    download_size: 65568453
    dataset_size: 162796380
  - config_name: ar
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 546168
        num_examples: 6446
    download_size: 220221
    dataset_size: 546168
  - config_name: az
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 44429
        num_examples: 624
    download_size: 20418
    dataset_size: 44429
  - config_name: be
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 140344
        num_examples: 1512
    download_size: 58566
    dataset_size: 140344
  - config_name: ber
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 5118396
        num_examples: 67484
    download_size: 1813469
    dataset_size: 5118396
  - config_name: bg
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 590503
        num_examples: 6324
    download_size: 219682
    dataset_size: 590503
  - config_name: bn
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 146622
        num_examples: 1440
    download_size: 46005
    dataset_size: 146622
  - config_name: br
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 177887
        num_examples: 2536
    download_size: 65451
    dataset_size: 177887
  - config_name: ca
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 39372
        num_examples: 518
    download_size: 20977
    dataset_size: 39372
  - config_name: cbk
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 19372
        num_examples: 262
    download_size: 11222
    dataset_size: 19372
  - config_name: cmn
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 964450
        num_examples: 12549
    download_size: 440938
    dataset_size: 964450
  - config_name: cs
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 482260
        num_examples: 6659
    download_size: 213014
    dataset_size: 482260
  - config_name: da
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 848822
        num_examples: 11220
    download_size: 362445
    dataset_size: 848822
  - config_name: de
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
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      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 10592961
        num_examples: 125091
    download_size: 4618002
    dataset_size: 10592961
  - config_name: el
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
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      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 925990
        num_examples: 10072
    download_size: 332949
    dataset_size: 925990
  - config_name: en
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 15069837
        num_examples: 158053
    download_size: 5633416
    dataset_size: 15069837
  - config_name: eo
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 16810293
        num_examples: 207105
    download_size: 7386804
    dataset_size: 16810293
  - config_name: es
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 6850847
        num_examples: 85064
    download_size: 3037352
    dataset_size: 6850847
  - config_name: et
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 17095
        num_examples: 241
    download_size: 10628
    dataset_size: 17095
  - config_name: eu
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 42670
        num_examples: 573
    download_size: 21506
    dataset_size: 42670
  - config_name: fi
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
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      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 2520039
        num_examples: 31753
    download_size: 1066381
    dataset_size: 2520039
  - config_name: fr
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
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      - name: tags
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      - name: language
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    splits:
      - name: train
        num_bytes: 9481042
        num_examples: 116733
    download_size: 4010846
    dataset_size: 9481042
  - config_name: gl
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 26519
        num_examples: 351
    download_size: 15428
    dataset_size: 26519
  - config_name: gos
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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    splits:
      - name: train
        num_bytes: 18410
        num_examples: 279
    download_size: 10252
    dataset_size: 18410
  - config_name: he
    features:
      - name: paraphrase_set_id
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      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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      - name: language
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    splits:
      - name: train
        num_bytes: 6024121
        num_examples: 68350
    download_size: 2352588
    dataset_size: 6024121
  - config_name: hi
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
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      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 209350
        num_examples: 1913
    download_size: 71529
    dataset_size: 209350
  - config_name: hr
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
        dtype: string
      - name: lists
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      - name: tags
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      - name: language
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    splits:
      - name: train
        num_bytes: 36606
        num_examples: 505
    download_size: 19165
    dataset_size: 36606
  - config_name: hu
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
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      - name: lists
        sequence: string
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        dtype: string
    splits:
      - name: train
        num_bytes: 5289386
        num_examples: 67964
    download_size: 2387466
    dataset_size: 5289386
  - config_name: hy
    features:
      - name: paraphrase_set_id
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      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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    splits:
      - name: train
        num_bytes: 49198
        num_examples: 603
    download_size: 19715
    dataset_size: 49198
  - config_name: ia
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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      - name: language
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    splits:
      - name: train
        num_bytes: 194003
        num_examples: 2548
    download_size: 85581
    dataset_size: 194003
  - config_name: id
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
        dtype: string
      - name: lists
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      - name: language
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    splits:
      - name: train
        num_bytes: 124568
        num_examples: 1602
    download_size: 32213126
    dataset_size: 124568
  - config_name: ie
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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    splits:
      - name: train
        num_bytes: 31956
        num_examples: 488
    download_size: 32213126
    dataset_size: 31956
  - config_name: io
    features:
      - name: paraphrase_set_id
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      - name: sentence_id
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      - name: paraphrase
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      - name: lists
        sequence: string
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      - name: language
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    splits:
      - name: train
        num_bytes: 33892
        num_examples: 480
    download_size: 32213126
    dataset_size: 33892
  - config_name: is
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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      - name: language
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    splits:
      - name: train
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        num_examples: 1641
    download_size: 32213126
    dataset_size: 132062
  - config_name: it
    features:
      - name: paraphrase_set_id
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      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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    splits:
      - name: train
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        num_examples: 198919
    download_size: 32213126
    dataset_size: 15073750
  - config_name: ja
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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    splits:
      - name: train
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        num_examples: 44267
    download_size: 32213126
    dataset_size: 4314423
  - config_name: jbo
    features:
      - name: paraphrase_set_id
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      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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    splits:
      - name: train
        num_bytes: 201564
        num_examples: 2704
    download_size: 32213126
    dataset_size: 201564
  - config_name: kab
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
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      - name: lists
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    splits:
      - name: train
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        num_examples: 15944
    download_size: 32213126
    dataset_size: 1211051
  - config_name: ko
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
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      - name: paraphrase
        dtype: string
      - name: lists
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    splits:
      - name: train
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        num_examples: 503
    download_size: 32213126
    dataset_size: 40458
  - config_name: kw
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
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      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 88577
        num_examples: 1328
    download_size: 32213126
    dataset_size: 88577
  - config_name: la
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 485749
        num_examples: 6889
    download_size: 32213126
    dataset_size: 485749
  - config_name: lfn
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 203383
        num_examples: 2313
    download_size: 32213126
    dataset_size: 203383
  - config_name: lt
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
      - name: tags
        sequence: string
      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 599166
        num_examples: 8042
    download_size: 32213126
    dataset_size: 599166
  - config_name: mk
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
      - name: paraphrase
        dtype: string
      - name: lists
        sequence: string
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      - name: language
        dtype: string
    splits:
      - name: train
        num_bytes: 1240185
        num_examples: 14678
    download_size: 32213126
    dataset_size: 1240185
  - config_name: mr
    features:
      - name: paraphrase_set_id
        dtype: string
      - name: sentence_id
        dtype: string
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configs:
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    data_files:
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        path: af/train-*
  - config_name: all_languages
    data_files:
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        path: all_languages/train-*
    default: true
  - config_name: ar
    data_files:
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        path: ar/train-*
  - config_name: az
    data_files:
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        path: az/train-*
  - config_name: be
    data_files:
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        path: be/train-*
  - config_name: ber
    data_files:
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        path: ber/train-*
  - config_name: bg
    data_files:
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        path: bg/train-*
  - config_name: bn
    data_files:
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        path: bn/train-*
  - config_name: br
    data_files:
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        path: br/train-*
  - config_name: ca
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        path: ca/train-*
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        path: cbk/train-*
  - config_name: cmn
    data_files:
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        path: cmn/train-*
  - config_name: cs
    data_files:
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        path: cs/train-*
  - config_name: da
    data_files:
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        path: da/train-*
  - config_name: de
    data_files:
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        path: de/train-*
  - config_name: el
    data_files:
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        path: el/train-*
  - config_name: en
    data_files:
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        path: en/train-*
  - config_name: eo
    data_files:
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        path: eo/train-*
  - config_name: es
    data_files:
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        path: es/train-*
  - config_name: et
    data_files:
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        path: et/train-*
  - config_name: eu
    data_files:
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        path: eu/train-*
  - config_name: fi
    data_files:
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        path: fi/train-*
  - config_name: fr
    data_files:
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        path: fr/train-*
  - config_name: gl
    data_files:
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        path: gl/train-*
  - config_name: gos
    data_files:
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        path: gos/train-*
  - config_name: he
    data_files:
      - split: train
        path: he/train-*
  - config_name: hi
    data_files:
      - split: train
        path: hi/train-*
  - config_name: hr
    data_files:
      - split: train
        path: hr/train-*
  - config_name: hu
    data_files:
      - split: train
        path: hu/train-*
  - config_name: hy
    data_files:
      - split: train
        path: hy/train-*
  - config_name: ia
    data_files:
      - split: train
        path: ia/train-*

Dataset Card for TaPaCo Corpus

Table of Contents

Dataset Description

Dataset Summary

A freely available paraphrase corpus for 73 languages extracted from the Tatoeba database. Tatoeba is a crowdsourcing project mainly geared towards language learners. Its aim is to provide example sentences and translations for particular linguistic constructions and words. The paraphrase corpus is created by populating a graph with Tatoeba sentences and equivalence links between sentences “meaning the same thing”. This graph is then traversed to extract sets of paraphrases. Several language-independent filters and pruning steps are applied to remove uninteresting sentences. A manual evaluation performed on three languages shows that between half and three quarters of inferred paraphrases are correct and that most remaining ones are either correct but trivial, or near-paraphrases that neutralize a morphological distinction. The corpus contains a total of 1.9 million sentences, with 200 – 250 000 sentences per language. It covers a range of languages for which, to our knowledge, no other paraphrase dataset exists.

Supported Tasks and Leaderboards

Paraphrase detection and generation have become popular tasks in NLP and are increasingly integrated into a wide variety of common downstream tasks such as machine translation , information retrieval, question answering, and semantic parsing. Most of the existing datasets cover only a single language – in most cases English – or a small number of languages. Furthermore, some paraphrase datasets focus on lexical and phrasal rather than sentential paraphrases, while others are created (semi -)automatically using machine translation.

The number of sentences per language ranges from 200 to 250 000, which makes the dataset more suitable for fine-tuning and evaluation purposes than for training. It is well-suited for multi-reference evaluation of paraphrase generation models, as there is generally not a single correct way of paraphrasing a given input sentence.

Languages

The dataset contains paraphrases in Afrikaans, Arabic, Azerbaijani, Belarusian, Berber languages, Bulgarian, Bengali , Breton, Catalan; Valencian, Chavacano, Mandarin, Czech, Danish, German, Greek, Modern (1453-), English, Esperanto , Spanish; Castilian, Estonian, Basque, Finnish, French, Galician, Gronings, Hebrew, Hindi, Croatian, Hungarian , Armenian, Interlingua (International Auxiliary Language Association), Indonesian, Interlingue; Occidental, Ido , Icelandic, Italian, Japanese, Lojban, Kabyle, Korean, Cornish, Latin, Lingua Franca Nova\t, Lithuanian, Macedonian , Marathi, Bokmål, Norwegian; Norwegian Bokmål, Low German; Low Saxon; German, Low; Saxon, Low, Dutch; Flemish, ]Old Russian, Turkish, Ottoman (1500-1928), Iranian Persian, Polish, Portuguese, Rundi, Romanian; Moldavian; Moldovan, Russian, Slovenian, Serbian, Swedish, Turkmen, Tagalog, Klingon; tlhIngan-Hol, Toki Pona, Turkish, Tatar, Uighur; Uyghur, Ukrainian, Urdu, Vietnamese, Volapük, Waray, Wu Chinese and Yue Chinese

Dataset Structure

Data Instances

Each data instance corresponds to a paraphrase, e.g.:

{ 
    'paraphrase_set_id': '1483',  
    'sentence_id': '5778896',
    'paraphrase': 'Ɣremt adlis-a.', 
    'lists': ['7546'], 
    'tags': [''],
    'language': 'ber'
}

Data Fields

Each dialogue instance has the following fields:

  • paraphrase_set_id: a running number that groups together all sentences that are considered paraphrases of each other
  • sentence_id: OPUS sentence id
  • paraphrase: Sentential paraphrase in a given language for a given paraphrase_set_id
  • lists: Contributors can add sentences to list in order to specify the original source of the data
  • tags: Indicates morphological or phonological properties of the sentence when available
  • language: Language identifier, one of the 73 languages that belong to this dataset.

Data Splits

The dataset is having a single train split, contains a total of 1.9 million sentences, with 200 – 250 000 sentences per language

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?

[More Information Needed]

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

Creative Commons Attribution 2.0 Generic

Citation Information

@dataset{scherrer_yves_2020_3707949,
  author       = {Scherrer, Yves},
  title        = {{TaPaCo: A Corpus of Sentential Paraphrases for 73 Languages}},
  month        = mar,
  year         = 2020,
  publisher    = {Zenodo},
  version      = {1.0},
  doi          = {10.5281/zenodo.3707949},
  url          = {https://doi.org/10.5281/zenodo.3707949}
}

Contributions

Thanks to @pacman100 for adding this dataset.