xtreme_s

  • 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=int64),
    'gender': ClassLabel(shape=(), dtype=int64, num_classes=3),
    'id': Scalar(shape=(), dtype=int32, description=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(shape=(), dtype=int64, num_classes=7),
    'lang_id': ClassLabel(shape=(), dtype=int64, num_classes=102),
    'language': Text(shape=(), dtype=string),
    'num_samples': Scalar(shape=(), dtype=int32, description=Total number of frames in the audio),
    'path': string,
    'raw_transcription': Text(shape=(), dtype=string),
    'transcription': Text(shape=(), dtype=string),
})
  • Feature documentation:
Feature Class Shape Dtype Description
FeaturesDict
audio Audio (None,) int64
gender ClassLabel int64
id Scalar 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 int64
lang_id ClassLabel int64
language Text string Language encoded as lowercase, underscore-separatedversion of a BCP-47 tag.
num_samples Scalar int32 Total number of frames in the audio
path Tensor string
raw_transcription Text string Raw Transcription from FLoRes.
transcription Text 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)

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  • Dataset size: 1.91 GiB

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xtreme_s/fleurs.am_et

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xtreme_s/fleurs.ar_eg

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'test' 428
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xtreme_s/fleurs.as_in

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

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xtreme_s/fleurs.az_az

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xtreme_s/fleurs.be_by

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xtreme_s/fleurs.bg_bg

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'test' 658
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xtreme_s/fleurs.bn_in

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xtreme_s/fleurs.bs_ba

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xtreme_s/fleurs.ca_es

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xtreme_s/fleurs.ceb_ph

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xtreme_s/fleurs.ckb_iq

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xtreme_s/fleurs.cmn_hans_cn

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xtreme_s/fleurs.cs_cz

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xtreme_s/fleurs.cy_gb

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xtreme_s/fleurs.da_dk

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xtreme_s/fleurs.de_de

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xtreme_s/fleurs.el_gr

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'test' 650
'train' 3,215
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xtreme_s/fleurs.en_us

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xtreme_s/fleurs.es_419

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xtreme_s/fleurs.et_ee

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'test' 893
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xtreme_s/fleurs.fa_ir

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xtreme_s/fleurs.ff_sn

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

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xtreme_s/fleurs.fil_ph

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'test' 964
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xtreme_s/fleurs.fr_fr

  • Download size: 2.08 GiB

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xtreme_s/fleurs.ga_ie

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xtreme_s/fleurs.gl_es

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

xtreme_s/fleurs.gu_in

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

xtreme_s/fleurs.ha_ng

  • Download size: 3.14 GiB

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'test' 621
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xtreme_s/fleurs.he_il

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xtreme_s/fleurs.hi_in

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xtreme_s/fleurs.hr_hr

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xtreme_s/fleurs.hu_hu

  • Download size: 2.33 GiB

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xtreme_s/fleurs.hy_am

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'test' 932
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xtreme_s/fleurs.id_id

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xtreme_s/fleurs.ig_ng

  • Download size: 3.32 GiB

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'test' 969
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'validation' 413

xtreme_s/fleurs.is_is

  • Download size: 559.65 MiB

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xtreme_s/fleurs.it_it

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xtreme_s/fleurs.ja_jp

  • Download size: 1.83 GiB

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'test' 650
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xtreme_s/fleurs.jv_id

  • Download size: 2.68 GiB

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xtreme_s/fleurs.ka_ge

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xtreme_s/fleurs.kam_ke

  • Download size: 3.43 GiB

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xtreme_s/fleurs.kea_cv

  • Download size: 2.55 GiB

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xtreme_s/fleurs.kk_kz

  • Download size: 2.69 GiB

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xtreme_s/fleurs.km_kh

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xtreme_s/fleurs.kn_in

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xtreme_s/fleurs.ko_kr

  • Download size: 1.65 GiB

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xtreme_s/fleurs.ky_kg

  • Download size: 2.18 GiB

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xtreme_s/fleurs.lb_lu

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xtreme_s/fleurs.lg_ug

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xtreme_s/fleurs.ln_cd

  • Download size: 3.68 GiB

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xtreme_s/fleurs.lo_la

  • Download size: 1.61 GiB

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xtreme_s/fleurs.lt_lt

  • Download size: 2.24 GiB

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xtreme_s/fleurs.luo_ke

  • Download size: 1.87 GiB

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xtreme_s/fleurs.lv_lv

  • Download size: 1.74 GiB

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xtreme_s/fleurs.mi_nz

  • Download size: 4.45 GiB

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xtreme_s/fleurs.mk_mk

  • Download size: 1.91 GiB

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xtreme_s/fleurs.ml_in

  • Download size: 2.68 GiB

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xtreme_s/fleurs.mn_mn

  • Download size: 2.21 GiB

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xtreme_s/fleurs.mr_in

  • Download size: 3.00 GiB

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xtreme_s/fleurs.ms_my

  • Download size: 2.22 GiB

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xtreme_s/fleurs.mt_mt

  • Download size: 2.39 GiB

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xtreme_s/fleurs.my_mm

  • Download size: 2.85 GiB

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xtreme_s/fleurs.nb_no

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xtreme_s/fleurs.ne_np

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xtreme_s/fleurs.nl_nl

  • Download size: 1.56 GiB

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xtreme_s/fleurs.nso_za

  • Download size: 3.27 GiB

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xtreme_s/fleurs.ny_mw

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xtreme_s/fleurs.oc_fr

  • Download size: 3.52 GiB

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xtreme_s/fleurs.om_et

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xtreme_s/fleurs.or_in

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xtreme_s/fleurs.pa_in

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xtreme_s/fleurs.pl_pl

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xtreme_s/fleurs.ps_af

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xtreme_s/fleurs.pt_br

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xtreme_s/fleurs.ro_ro

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xtreme_s/fleurs.ru_ru

  • Download size: 1.92 GiB

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xtreme_s/fleurs.sd_in

  • Download size: 3.00 GiB

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xtreme_s/fleurs.sk_sk

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xtreme_s/fleurs.sl_si

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xtreme_s/fleurs.sn_zw

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xtreme_s/fleurs.so_so

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xtreme_s/fleurs.sr_rs

  • Download size: 2.36 GiB

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xtreme_s/fleurs.sv_se

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xtreme_s/fleurs.sw_ke

  • Download size: 2.70 GiB

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xtreme_s/fleurs.ta_in

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xtreme_s/fleurs.te_in

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xtreme_s/fleurs.tg_tj

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xtreme_s/fleurs.th_th

  • Download size: 2.24 GiB

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xtreme_s/fleurs.tr_tr

  • Download size: 1.99 GiB

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xtreme_s/fleurs.uk_ua

  • Download size: 2.01 GiB

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xtreme_s/fleurs.umb_ao

  • Download size: 2.58 GiB

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xtreme_s/fleurs.ur_pk

  • Download size: 1.42 GiB

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xtreme_s/fleurs.uz_uz

  • Download size: 2.33 GiB

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xtreme_s/fleurs.vi_vn

  • Download size: 2.21 GiB

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xtreme_s/fleurs.wo_sn

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xtreme_s/fleurs.xh_za

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xtreme_s/fleurs.yo_ng

  • Download size: 2.65 GiB

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xtreme_s/fleurs.yue_hant_hk

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xtreme_s/fleurs.zu_za

  • Download size: 3.15 GiB

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xtreme_s/fleurs.all

  • Download size: 231.36 GiB

  • Dataset size: 509.51 GiB

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'test' 77,810
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'validation' 34,452