xtreme_s

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  • Description:

FLEURS is the speech version of the FLORES machine translation benchmark, covering 2000 n-way parallel sentences in n=102 languages. XTREME-S covers four task families: speech recognition, classification, speech-to-text translation and retrieval. Covering 102 languages from 10+ language families, 3 different domains and 4 task families, XTREME-S aims to simplify multilingual speech representation evaluation, as well as catalyze research in “universal” speech representation learning.

In this version, only the FLEURS dataset is provided, which covers speech recognition and speech-to-text translation.

FeaturesDict({
    'audio': Audio(shape=(None,), dtype=tf.int64),
    'gender': ClassLabel(shape=(), dtype=tf.int64, num_classes=3),
    'id': Scalar(shape=(), dtype=tf.int32),
    'lang_group_id': ClassLabel(shape=(), dtype=tf.int64, num_classes=7),
    'lang_id': ClassLabel(shape=(), dtype=tf.int64, num_classes=102),
    'language': Text(shape=(), dtype=tf.string),
    'num_samples': Scalar(shape=(), dtype=tf.int32),
    'path': tf.string,
    'raw_transcription': Text(shape=(), dtype=tf.string),
    'transcription': Text(shape=(), dtype=tf.string),
})
  • Feature documentation:
Feature Class Shape Dtype Description
FeaturesDict
audio Audio (None,) tf.int64
gender ClassLabel tf.int64
id Scalar tf.int32 Source text identifier, consistent across all languages to keep n-way parallelism of translations. Since each transcription may be spoken by multiple speakers, within each language multiple examples will also share the same id.
lang_group_id ClassLabel tf.int64
lang_id ClassLabel tf.int64
language Text tf.string Language encoded as lowercase, underscore-separatedversion of a BCP-47 tag.
num_samples Scalar tf.int32 Total number of frames in the audio
path Tensor tf.string
raw_transcription Text tf.string Raw Transcription from FLoRes.
transcription Text tf.string Normalized transcription.
@article{fleurs2022arxiv,
  title = {FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech},
  author = {Conneau, Alexis and Ma, Min and Khanuja, Simran and Zhang, Yu and Axelrod, Vera and Dalmia, Siddharth and Riesa, Jason and Rivera, Clara and Bapna, Ankur},
  journal={arXiv preprint arXiv:2205.12446},
  url = {https://arxiv.org/abs/2205.12446},
  year = {2022},
}
@article{conneau2022xtreme,
  title={XTREME-S: Evaluating Cross-lingual Speech Representations},
  author={Conneau, Alexis and Bapna, Ankur and Zhang, Yu and Ma, Min and von Platen, Patrick and Lozhkov, Anton and Cherry, Colin and Jia, Ye and Rivera, Clara and Kale, Mihir and others},
  journal={arXiv preprint arXiv:2203.10752},
  year={2022}
}

xtreme_s/fleurs.af_za (default config)

  • Download size: 877.09 MiB

  • Dataset size: 1.91 GiB

  • Auto-cached (documentation): No

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'test' 264
'train' 1,032
'validation' 198

xtreme_s/fleurs.am_et

  • Download size: 2.18 GiB

  • Dataset size: 4.92 GiB

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'test' 516
'train' 3,163
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xtreme_s/fleurs.ar_eg

  • Download size: 1.42 GiB

  • Dataset size: 3.06 GiB

  • Auto-cached (documentation): No

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'test' 428
'train' 2,104
'validation' 295

xtreme_s/fleurs.as_in

  • Download size: 2.67 GiB

  • Dataset size: 5.73 GiB

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'test' 984
'train' 2,812
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xtreme_s/fleurs.ast_es

  • Download size: 1.90 GiB

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'test' 946
'train' 2,511
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xtreme_s/fleurs.az_az

  • Download size: 2.28 GiB

  • Dataset size: 5.08 GiB

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'test' 923
'train' 2,665
'validation' 400

xtreme_s/fleurs.be_by

  • Download size: 2.45 GiB

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'test' 967
'train' 2,433
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xtreme_s/fleurs.bg_bg

  • Download size: 2.11 GiB

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'test' 658
'train' 2,973
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xtreme_s/fleurs.bn_in

  • Download size: 2.77 GiB

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'test' 920
'train' 3,006
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xtreme_s/fleurs.bs_ba

  • Download size: 2.32 GiB

  • Dataset size: 5.23 GiB

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'test' 925
'train' 3,091
'validation' 400

xtreme_s/fleurs.ca_es

  • Download size: 2.01 GiB

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'test' 940
'train' 2,300
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xtreme_s/fleurs.ceb_ph

  • Download size: 2.63 GiB

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'test' 541
'train' 3,261
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xtreme_s/fleurs.ckb_iq

  • Download size: 2.46 GiB

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'test' 922
'train' 3,040
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xtreme_s/fleurs.cmn_hans_cn

  • Download size: 2.35 GiB

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'test' 945
'train' 3,246
'validation' 409

xtreme_s/fleurs.cs_cz

  • Download size: 1.93 GiB

  • Dataset size: 4.32 GiB

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'test' 723
'train' 2,811
'validation' 305

xtreme_s/fleurs.cy_gb

  • Download size: 2.90 GiB

  • Dataset size: 6.62 GiB

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'test' 1,021
'train' 3,427
'validation' 447

xtreme_s/fleurs.da_dk

  • Download size: 1.82 GiB

  • Dataset size: 4.17 GiB

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'test' 930
'train' 2,465
'validation' 395

xtreme_s/fleurs.de_de

  • Download size: 2.25 GiB

  • Dataset size: 4.88 GiB

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'test' 862
'train' 2,987
'validation' 363

xtreme_s/fleurs.el_gr

  • Download size: 2.24 GiB

  • Dataset size: 4.73 GiB

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'test' 650
'train' 3,215
'validation' 271

xtreme_s/fleurs.en_us

  • Download size: 1.72 GiB

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'test' 647
'train' 2,602
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xtreme_s/fleurs.es_419

  • Download size: 2.14 GiB

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'test' 908
'train' 2,796
'validation' 408

xtreme_s/fleurs.et_ee

  • Download size: 1.88 GiB

  • Dataset size: 4.20 GiB

  • Auto-cached (documentation): No

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'test' 893
'train' 2,501
'validation' 387

xtreme_s/fleurs.fa_ir

  • Download size: 2.87 GiB

  • Dataset size: 6.34 GiB

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'test' 871
'train' 3,101
'validation' 369

xtreme_s/fleurs.ff_sn

  • Download size: 2.93 GiB

  • Dataset size: 6.54 GiB

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'test' 660
'train' 3,235
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xtreme_s/fleurs.fi_fi

  • Download size: 2.21 GiB

  • Dataset size: 4.92 GiB

  • Auto-cached (documentation): No

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'test' 918
'train' 2,704
'validation' 415

xtreme_s/fleurs.fil_ph

  • Download size: 2.47 GiB

  • Dataset size: 5.38 GiB

  • Auto-cached (documentation): No

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'test' 964
'train' 1,884
'validation' 418

xtreme_s/fleurs.fr_fr

  • Download size: 2.08 GiB

  • Dataset size: 4.73 GiB

  • Auto-cached (documentation): No

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'test' 676
'train' 3,193
'validation' 289

xtreme_s/fleurs.ga_ie

  • Download size: 2.78 GiB

  • Dataset size: 6.24 GiB

  • Auto-cached (documentation): No

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'test' 842
'train' 2,845
'validation' 369

xtreme_s/fleurs.gl_es

  • Download size: 1.79 GiB

  • Dataset size: 3.87 GiB

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'test' 927
'train' 2,175
'validation' 395

xtreme_s/fleurs.gu_in

  • Download size: 2.33 GiB

  • Dataset size: 4.97 GiB

  • Auto-cached (documentation): No

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'test' 1,000
'train' 3,145
'validation' 432

xtreme_s/fleurs.ha_ng

  • Download size: 3.14 GiB

  • Dataset size: 6.84 GiB

  • Auto-cached (documentation): No

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'test' 621
'train' 3,259
'validation' 296

xtreme_s/fleurs.he_il

  • Download size: 2.22 GiB

  • Dataset size: 4.60 GiB

  • Auto-cached (documentation): No

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'test' 792
'train' 3,242
'validation' 328

xtreme_s/fleurs.hi_in

  • Download size: 1.53 GiB

  • Dataset size: 3.27 GiB

  • Auto-cached (documentation): No

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'test' 418
'train' 2,120
'validation' 239

xtreme_s/fleurs.hr_hr

  • Download size: 2.40 GiB

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'test' 914
'train' 3,461
'validation' 377

xtreme_s/fleurs.hu_hu

  • Download size: 2.33 GiB

  • Dataset size: 5.07 GiB

  • Auto-cached (documentation): No

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'test' 905
'train' 3,095
'validation' 407

xtreme_s/fleurs.hy_am

  • Download size: 2.30 GiB

  • Dataset size: 5.23 GiB

  • Auto-cached (documentation): No

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'test' 932
'train' 3,053
'validation' 395

xtreme_s/fleurs.id_id

  • Download size: 2.21 GiB

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  • Auto-cached (documentation): No

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'test' 687
'train' 2,579
'validation' 350

xtreme_s/fleurs.ig_ng

  • Download size: 3.32 GiB

  • Dataset size: 7.44 GiB

  • Auto-cached (documentation): No

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'test' 969
'train' 2,839
'validation' 413

xtreme_s/fleurs.is_is

  • Download size: 559.65 MiB

  • Dataset size: 1.16 GiB

  • Auto-cached (documentation): No

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'test' 46
'train' 926
'validation' 36

xtreme_s/fleurs.it_it

  • Download size: 2.41 GiB

  • Dataset size: 5.19 GiB

  • Auto-cached (documentation): No

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'test' 865
'train' 3,030
'validation' 391

xtreme_s/fleurs.ja_jp

  • Download size: 1.83 GiB

  • Dataset size: 3.94 GiB

  • Auto-cached (documentation): No

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'test' 650
'train' 2,292
'validation' 266

xtreme_s/fleurs.jv_id

  • Download size: 2.68 GiB

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'test' 728
'train' 3,051
'validation' 295

xtreme_s/fleurs.ka_ge

  • Download size: 1.50 GiB

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'test' 979
'train' 1,491
'validation' 409

xtreme_s/fleurs.kam_ke

  • Download size: 3.43 GiB

  • Dataset size: 7.37 GiB

  • Auto-cached (documentation): No

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'test' 827
'train' 3,340
'validation' 338

xtreme_s/fleurs.kea_cv

  • Download size: 2.55 GiB

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'test' 864
'train' 2,715
'validation' 366

xtreme_s/fleurs.kk_kz

  • Download size: 2.69 GiB

  • Dataset size: 6.24 GiB

  • Auto-cached (documentation): No

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'test' 856
'train' 3,200
'validation' 369

xtreme_s/fleurs.km_kh

  • Download size: 1.88 GiB

  • Dataset size: 4.26 GiB

  • Auto-cached (documentation): No

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'test' 771
'train' 1,675
'validation' 326

xtreme_s/fleurs.kn_in

  • Download size: 2.26 GiB

  • Dataset size: 4.81 GiB

  • Auto-cached (documentation): No

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'test' 838
'train' 2,283
'validation' 368

xtreme_s/fleurs.ko_kr

  • Download size: 1.65 GiB

  • Dataset size: 3.67 GiB

  • Auto-cached (documentation): No

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'test' 382
'train' 2,307
'validation' 226

xtreme_s/fleurs.ky_kg

  • Download size: 2.18 GiB

  • Dataset size: 5.13 GiB

  • Auto-cached (documentation): No

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'test' 977
'train' 2,818
'validation' 422

xtreme_s/fleurs.lb_lu

  • Download size: 1.94 GiB

  • Dataset size: 4.39 GiB

  • Auto-cached (documentation): No

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'test' 934
'train' 2,502
'validation' 408

xtreme_s/fleurs.lg_ug

  • Download size: 2.83 GiB

  • Dataset size: 6.43 GiB

  • Auto-cached (documentation): No

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'test' 723
'train' 2,478
'validation' 306

xtreme_s/fleurs.ln_cd

  • Download size: 3.68 GiB

  • Dataset size: 8.13 GiB

  • Auto-cached (documentation): No

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'test' 478
'train' 3,350
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xtreme_s/fleurs.lo_la

  • Download size: 1.61 GiB

  • Dataset size: 3.38 GiB

  • Auto-cached (documentation): No

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'test' 405
'train' 1,809
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xtreme_s/fleurs.lt_lt

  • Download size: 2.24 GiB

  • Dataset size: 5.03 GiB

  • Auto-cached (documentation): No

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'test' 986
'train' 2,937
'validation' 416

xtreme_s/fleurs.luo_ke

  • Download size: 1.87 GiB

  • Dataset size: 4.18 GiB

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'test' 256
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xtreme_s/fleurs.lv_lv

  • Download size: 1.74 GiB

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'test' 851
'train' 2,110
'validation' 356

xtreme_s/fleurs.mi_nz

  • Download size: 4.45 GiB

  • Dataset size: 9.67 GiB

  • Auto-cached (documentation): No

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'test' 1,008
'train' 3,249
'validation' 429

xtreme_s/fleurs.mk_mk

  • Download size: 1.91 GiB

  • Dataset size: 4.23 GiB

  • Auto-cached (documentation): No

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'test' 973
'train' 2,337
'validation' 415

xtreme_s/fleurs.ml_in

  • Download size: 2.68 GiB

  • Dataset size: 5.80 GiB

  • Auto-cached (documentation): No

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'test' 958
'train' 3,043
'validation' 418

xtreme_s/fleurs.mn_mn

  • Download size: 2.21 GiB

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'test' 949
'train' 3,074
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xtreme_s/fleurs.mr_in

  • Download size: 3.00 GiB

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'test' 1,015
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'validation' 443

xtreme_s/fleurs.ms_my

  • Download size: 2.22 GiB

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'test' 749
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xtreme_s/fleurs.mt_mt

  • Download size: 2.39 GiB

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'test' 926
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xtreme_s/fleurs.my_mm

  • Download size: 2.85 GiB

  • Dataset size: 6.43 GiB

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'test' 880
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'validation' 384

xtreme_s/fleurs.nb_no

  • Download size: 2.15 GiB

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'test' 357
'train' 3,167
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xtreme_s/fleurs.ne_np

  • Download size: 2.47 GiB

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'test' 726
'train' 3,332
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xtreme_s/fleurs.nl_nl

  • Download size: 1.56 GiB

  • Dataset size: 3.33 GiB

  • Auto-cached (documentation): No

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'test' 364
'train' 2,918
'validation' 171

xtreme_s/fleurs.nso_za

  • Download size: 3.27 GiB

  • Dataset size: 7.11 GiB

  • Auto-cached (documentation): No

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'test' 790
'train' 1,990
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xtreme_s/fleurs.ny_mw

  • Download size: 2.60 GiB

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'test' 761
'train' 2,694
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xtreme_s/fleurs.oc_fr

  • Download size: 3.52 GiB

  • Dataset size: 7.43 GiB

  • Auto-cached (documentation): No

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'test' 998
'train' 3,379
'validation' 427

xtreme_s/fleurs.om_et

  • Download size: 1.18 GiB

  • Dataset size: 2.52 GiB

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'test' 41
'train' 1,701
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xtreme_s/fleurs.or_in

  • Download size: 1.31 GiB

  • Dataset size: 2.79 GiB

  • Auto-cached (documentation): No

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'test' 883
'train' 1,081
'validation' 392

xtreme_s/fleurs.pa_in

  • Download size: 1.58 GiB

  • Dataset size: 3.34 GiB

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'test' 574
'train' 1,923
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xtreme_s/fleurs.pl_pl

  • Download size: 1.95 GiB

  • Dataset size: 4.39 GiB

  • Auto-cached (documentation): No

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'test' 758
'train' 2,841
'validation' 338

xtreme_s/fleurs.ps_af

  • Download size: 1.89 GiB

  • Dataset size: 4.20 GiB

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'test' 512
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xtreme_s/fleurs.pt_br

  • Download size: 2.50 GiB

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'test' 919
'train' 2,793
'validation' 386

xtreme_s/fleurs.ro_ro

  • Download size: 2.39 GiB

  • Dataset size: 5.09 GiB

  • Auto-cached (documentation): No

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'test' 883
'train' 2,891
'validation' 387

xtreme_s/fleurs.ru_ru

  • Download size: 1.92 GiB

  • Dataset size: 4.25 GiB

  • Auto-cached (documentation): No

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'test' 775
'train' 2,562
'validation' 356

xtreme_s/fleurs.sd_in

  • Download size: 3.00 GiB

  • Dataset size: 6.35 GiB

  • Auto-cached (documentation): No

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'test' 980
'train' 3,443
'validation' 426

xtreme_s/fleurs.sk_sk

  • Download size: 1.55 GiB

  • Dataset size: 3.46 GiB

  • Auto-cached (documentation): No

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'test' 792
'train' 1,957
'validation' 352

xtreme_s/fleurs.sl_si

  • Download size: 1.74 GiB

  • Dataset size: 4.00 GiB

  • Auto-cached (documentation): No

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'test' 834
'train' 2,512
'validation' 349

xtreme_s/fleurs.sn_zw

  • Download size: 2.51 GiB

  • Dataset size: 5.61 GiB

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'test' 925
'train' 2,463
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xtreme_s/fleurs.so_so

  • Download size: 3.13 GiB

  • Dataset size: 6.93 GiB

  • Auto-cached (documentation): No

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'test' 1,019
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'validation' 432

xtreme_s/fleurs.sr_rs

  • Download size: 2.36 GiB

  • Dataset size: 5.04 GiB

  • Auto-cached (documentation): No

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'test' 700
'train' 2,944
'validation' 290

xtreme_s/fleurs.sv_se

  • Download size: 1.95 GiB

  • Dataset size: 4.21 GiB

  • Auto-cached (documentation): No

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'test' 759
'train' 2,385
'validation' 330

xtreme_s/fleurs.sw_ke

  • Download size: 2.70 GiB

  • Dataset size: 5.98 GiB

  • Auto-cached (documentation): No

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'test' 487
'train' 3,070
'validation' 211

xtreme_s/fleurs.ta_in

  • Download size: 2.13 GiB

  • Dataset size: 4.50 GiB

  • Auto-cached (documentation): No

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'test' 591
'train' 2,367
'validation' 377

xtreme_s/fleurs.te_in

  • Download size: 1.81 GiB

  • Dataset size: 3.86 GiB

  • Auto-cached (documentation): No

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'test' 472
'train' 2,302
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xtreme_s/fleurs.tg_tj

  • Download size: 1.79 GiB

  • Dataset size: 4.26 GiB

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'test' 600
'train' 2,298
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xtreme_s/fleurs.th_th

  • Download size: 2.24 GiB

  • Dataset size: 4.91 GiB

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  • Splits:

Split Examples
'test' 1,021
'train' 2,602
'validation' 439

xtreme_s/fleurs.tr_tr

  • Download size: 1.99 GiB

  • Dataset size: 4.36 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 743
'train' 2,526
'validation' 338

xtreme_s/fleurs.uk_ua

  • Download size: 2.01 GiB

  • Dataset size: 4.44 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 750
'train' 2,810
'validation' 325

xtreme_s/fleurs.umb_ao

  • Download size: 2.58 GiB

  • Dataset size: 5.55 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 379
'train' 1,597
'validation' 135

xtreme_s/fleurs.ur_pk

  • Download size: 1.42 GiB

  • Dataset size: 3.13 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 299
'train' 2,109
'validation' 267

xtreme_s/fleurs.uz_uz

  • Download size: 2.33 GiB

  • Dataset size: 5.18 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 862
'train' 2,943
'validation' 363

xtreme_s/fleurs.vi_vn

  • Download size: 2.21 GiB

  • Dataset size: 4.88 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 857
'train' 2,994
'validation' 361

xtreme_s/fleurs.wo_sn

  • Download size: 1.71 GiB

  • Dataset size: 3.86 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 371
'train' 2,279
'validation' 169

xtreme_s/fleurs.xh_za

  • Download size: 2.86 GiB

  • Dataset size: 6.80 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 1,041
'train' 3,466
'validation' 446

xtreme_s/fleurs.yo_ng

  • Download size: 2.65 GiB

  • Dataset size: 5.78 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 831
'train' 2,339
'validation' 378

xtreme_s/fleurs.yue_hant_hk

  • Download size: 1.86 GiB

  • Dataset size: 4.06 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 819
'train' 1,939
'validation' 362

xtreme_s/fleurs.zu_za

  • Download size: 3.15 GiB

  • Dataset size: 7.27 GiB

  • Auto-cached (documentation): No

  • Splits:

Split Examples
'test' 854
'train' 2,858
'validation' 354

xtreme_s/fleurs.all

  • Download size: Unknown size

  • Dataset size: Unknown size

  • Auto-cached (documentation): Unknown

  • Splits:

Split Examples