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diff --git a/README.md b/README.md
index 1e0e5b6b88bddb38ee2dc051ff6c3d556106a5fd..057fdf933593a88853f94ca405ad963c3d965fba 100644
--- a/README.md
+++ b/README.md
@@ -84,6 +84,180 @@ task_ids:
 - part-of-speech
 paperswithcode_id: xtreme
 pretty_name: XTREME
+config_names:
+- MLQA.ar.ar
+- MLQA.ar.de
+- MLQA.ar.en
+- MLQA.ar.es
+- MLQA.ar.hi
+- MLQA.ar.vi
+- MLQA.ar.zh
+- MLQA.de.ar
+- MLQA.de.de
+- MLQA.de.en
+- MLQA.de.es
+- MLQA.de.hi
+- MLQA.de.vi
+- MLQA.de.zh
+- MLQA.en.ar
+- MLQA.en.de
+- MLQA.en.en
+- MLQA.en.es
+- MLQA.en.hi
+- MLQA.en.vi
+- MLQA.en.zh
+- MLQA.es.ar
+- MLQA.es.de
+- MLQA.es.en
+- MLQA.es.es
+- MLQA.es.hi
+- MLQA.es.vi
+- MLQA.es.zh
+- MLQA.hi.ar
+- MLQA.hi.de
+- MLQA.hi.en
+- MLQA.hi.es
+- MLQA.hi.hi
+- MLQA.hi.vi
+- MLQA.hi.zh
+- MLQA.vi.ar
+- MLQA.vi.de
+- MLQA.vi.en
+- MLQA.vi.es
+- MLQA.vi.hi
+- MLQA.vi.vi
+- MLQA.vi.zh
+- MLQA.zh.ar
+- MLQA.zh.de
+- MLQA.zh.en
+- MLQA.zh.es
+- MLQA.zh.hi
+- MLQA.zh.vi
+- MLQA.zh.zh
+- PAN-X.af
+- PAN-X.ar
+- PAN-X.bg
+- PAN-X.bn
+- PAN-X.de
+- PAN-X.el
+- PAN-X.en
+- PAN-X.es
+- PAN-X.et
+- PAN-X.eu
+- PAN-X.fa
+- PAN-X.fi
+- PAN-X.fr
+- PAN-X.he
+- PAN-X.hi
+- PAN-X.hu
+- PAN-X.id
+- PAN-X.it
+- PAN-X.ja
+- PAN-X.jv
+- PAN-X.ka
+- PAN-X.kk
+- PAN-X.ko
+- PAN-X.ml
+- PAN-X.mr
+- PAN-X.ms
+- PAN-X.my
+- PAN-X.nl
+- PAN-X.pt
+- PAN-X.ru
+- PAN-X.sw
+- PAN-X.ta
+- PAN-X.te
+- PAN-X.th
+- PAN-X.tl
+- PAN-X.tr
+- PAN-X.ur
+- PAN-X.vi
+- PAN-X.yo
+- PAN-X.zh
+- PAWS-X.de
+- PAWS-X.en
+- PAWS-X.es
+- PAWS-X.fr
+- PAWS-X.ja
+- PAWS-X.ko
+- PAWS-X.zh
+- SQuAD
+- XNLI
+- XQuAD
+- bucc18.de
+- bucc18.fr
+- bucc18.ru
+- bucc18.zh
+- tatoeba.afr
+- tatoeba.ara
+- tatoeba.ben
+- tatoeba.bul
+- tatoeba.cmn
+- tatoeba.deu
+- tatoeba.ell
+- tatoeba.est
+- tatoeba.eus
+- tatoeba.fin
+- tatoeba.fra
+- tatoeba.heb
+- tatoeba.hin
+- tatoeba.hun
+- tatoeba.ind
+- tatoeba.ita
+- tatoeba.jav
+- tatoeba.jpn
+- tatoeba.kat
+- tatoeba.kaz
+- tatoeba.kor
+- tatoeba.mal
+- tatoeba.mar
+- tatoeba.nld
+- tatoeba.pes
+- tatoeba.por
+- tatoeba.rus
+- tatoeba.spa
+- tatoeba.swh
+- tatoeba.tam
+- tatoeba.tel
+- tatoeba.tgl
+- tatoeba.tha
+- tatoeba.tur
+- tatoeba.urd
+- tatoeba.vie
+- tydiqa
+- udpos.Afrikans
+- udpos.Arabic
+- udpos.Basque
+- udpos.Bulgarian
+- udpos.Chinese
+- udpos.Dutch
+- udpos.English
+- udpos.Estonian
+- udpos.Finnish
+- udpos.French
+- udpos.German
+- udpos.Greek
+- udpos.Hebrew
+- udpos.Hindi
+- udpos.Hungarian
+- udpos.Indonesian
+- udpos.Italian
+- udpos.Japanese
+- udpos.Kazakh
+- udpos.Korean
+- udpos.Marathi
+- udpos.Persian
+- udpos.Portuguese
+- udpos.Russian
+- udpos.Spanish
+- udpos.Tagalog
+- udpos.Tamil
+- udpos.Telugu
+- udpos.Thai
+- udpos.Turkish
+- udpos.Urdu
+- udpos.Vietnamese
+- udpos.Yoruba
 language_bcp47:
 - fa-IR
 license_details: Licence Universal Dependencies v2.5
@@ -91,26 +265,32 @@ tags:
 - parallel-sentence-retrieval
 - paraphrase-identification
 dataset_info:
-- config_name: XNLI
+- config_name: MLQA.ar.ar
   features:
-  - name: language
+  - name: id
     dtype: string
-  - name: sentence1
+  - name: title
     dtype: string
-  - name: sentence2
+  - name: context
     dtype: string
-  - name: gold_label
+  - name: question
     dtype: string
+  - name: answers
+    sequence:
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
   - name: test
-    num_bytes: 20359500
-    num_examples: 75150
+    num_bytes: 8368086
+    num_examples: 5335
   - name: validation
-    num_bytes: 10049303
-    num_examples: 37350
-  download_size: 17865352
-  dataset_size: 30408803
-- config_name: tydiqa
+    num_bytes: 824080
+    num_examples: 517
+  download_size: 4048180
+  dataset_size: 9192166
+- config_name: MLQA.ar.de
   features:
   - name: id
     dtype: string
@@ -127,15 +307,15 @@ dataset_info:
     - name: text
       dtype: string
   splits:
-  - name: train
-    num_bytes: 52948607
-    num_examples: 49881
+  - name: test
+    num_bytes: 2183914
+    num_examples: 1649
   - name: validation
-    num_bytes: 5006461
-    num_examples: 5077
-  download_size: 63621485
-  dataset_size: 57955068
-- config_name: SQuAD
+    num_bytes: 364809
+    num_examples: 207
+  download_size: 1192825
+  dataset_size: 2548723
+- config_name: MLQA.ar.en
   features:
   - name: id
     dtype: string
@@ -152,1175 +332,890 @@ dataset_info:
     - name: text
       dtype: string
   splits:
-  - name: train
-    num_bytes: 79317110
-    num_examples: 87599
+  - name: test
+    num_bytes: 8225634
+    num_examples: 5335
   - name: validation
-    num_bytes: 10472653
-    num_examples: 10570
-  download_size: 35142551
-  dataset_size: 89789763
-- config_name: PAN-X.af
+    num_bytes: 810061
+    num_examples: 517
+  download_size: 3998008
+  dataset_size: 9035695
+- config_name: MLQA.ar.es
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 259709
-    num_examples: 1000
   - name: test
-    num_bytes: 257204
-    num_examples: 1000
-  - name: train
-    num_bytes: 1321396
-    num_examples: 5000
-  download_size: 234008884
-  dataset_size: 1838309
-- config_name: PAN-X.ar
+    num_bytes: 3041350
+    num_examples: 1978
+  - name: validation
+    num_bytes: 228152
+    num_examples: 161
+  download_size: 1531661
+  dataset_size: 3269502
+- config_name: MLQA.ar.hi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
-    sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
+    sequence:
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1808303
-    num_examples: 10000
   - name: test
-    num_bytes: 1811983
-    num_examples: 10000
-  - name: train
-    num_bytes: 3634136
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 7254422
-- config_name: PAN-X.bg
+    num_bytes: 3039368
+    num_examples: 1831
+  - name: validation
+    num_bytes: 281742
+    num_examples: 186
+  download_size: 1369756
+  dataset_size: 3321110
+- config_name: MLQA.ar.vi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2310314
-    num_examples: 10000
   - name: test
-    num_bytes: 2306158
-    num_examples: 10000
-  - name: train
-    num_bytes: 4600773
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 9217245
-- config_name: PAN-X.bn
+    num_bytes: 3290601
+    num_examples: 2047
+  - name: validation
+    num_bytes: 288418
+    num_examples: 163
+  download_size: 1667238
+  dataset_size: 3579019
+- config_name: MLQA.ar.zh
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 159088
-    num_examples: 1000
   - name: test
-    num_bytes: 159282
-    num_examples: 1000
-  - name: train
-    num_bytes: 1568845
-    num_examples: 10000
-  download_size: 234008884
-  dataset_size: 1887215
-- config_name: PAN-X.de
+    num_bytes: 3229844
+    num_examples: 1912
+  - name: validation
+    num_bytes: 340021
+    num_examples: 188
+  download_size: 1591445
+  dataset_size: 3569865
+- config_name: MLQA.de.ar
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2381565
-    num_examples: 10000
   - name: test
-    num_bytes: 2377639
-    num_examples: 10000
-  - name: train
-    num_bytes: 4762352
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 9521556
-- config_name: PAN-X.el
+    num_bytes: 1619978
+    num_examples: 1649
+  - name: validation
+    num_bytes: 200146
+    num_examples: 207
+  download_size: 1044483
+  dataset_size: 1820124
+- config_name: MLQA.de.de
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2533806
-    num_examples: 10000
   - name: test
-    num_bytes: 2547594
-    num_examples: 10000
-  - name: train
-    num_bytes: 5063176
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 10144576
-- config_name: PAN-X.en
+    num_bytes: 4366074
+    num_examples: 4517
+  - name: validation
+    num_bytes: 488339
+    num_examples: 512
+  download_size: 2798050
+  dataset_size: 4854413
+- config_name: MLQA.de.en
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1920069
-    num_examples: 10000
   - name: test
-    num_bytes: 1916220
-    num_examples: 10000
-  - name: train
-    num_bytes: 3823474
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 7659763
-- config_name: PAN-X.es
+    num_bytes: 4343116
+    num_examples: 4517
+  - name: validation
+    num_bytes: 485866
+    num_examples: 512
+  download_size: 2778346
+  dataset_size: 4828982
+- config_name: MLQA.de.es
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1592525
-    num_examples: 10000
   - name: test
-    num_bytes: 1602291
-    num_examples: 10000
-  - name: train
-    num_bytes: 3199161
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 6393977
-- config_name: PAN-X.et
+    num_bytes: 1716587
+    num_examples: 1776
+  - name: validation
+    num_bytes: 170554
+    num_examples: 196
+  download_size: 1118751
+  dataset_size: 1887141
+- config_name: MLQA.de.hi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2030160
-    num_examples: 10000
   - name: test
-    num_bytes: 2021409
-    num_examples: 10000
-  - name: train
-    num_bytes: 3023211
-    num_examples: 15000
-  download_size: 234008884
-  dataset_size: 7074780
-- config_name: PAN-X.eu
+    num_bytes: 1371046
+    num_examples: 1430
+  - name: validation
+    num_bytes: 153843
+    num_examples: 163
+  download_size: 880652
+  dataset_size: 1524889
+- config_name: MLQA.de.vi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2296335
-    num_examples: 10000
   - name: test
-    num_bytes: 2249835
-    num_examples: 10000
-  - name: train
-    num_bytes: 2292327
-    num_examples: 10000
-  download_size: 234008884
-  dataset_size: 6838497
-- config_name: PAN-X.fa
+    num_bytes: 1688455
+    num_examples: 1675
+  - name: validation
+    num_bytes: 216047
+    num_examples: 182
+  download_size: 1108163
+  dataset_size: 1904502
+- config_name: MLQA.de.zh
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1782306
-    num_examples: 10000
   - name: test
-    num_bytes: 1770284
-    num_examples: 10000
-  - name: train
-    num_bytes: 3529354
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 7081944
-- config_name: PAN-X.fi
+    num_bytes: 1679152
+    num_examples: 1621
+  - name: validation
+    num_bytes: 184290
+    num_examples: 190
+  download_size: 1045861
+  dataset_size: 1863442
+- config_name: MLQA.en.ar
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2131769
-    num_examples: 10000
   - name: test
-    num_bytes: 2130665
-    num_examples: 10000
-  - name: train
-    num_bytes: 4273793
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 8536227
-- config_name: PAN-X.fr
+    num_bytes: 6739191
+    num_examples: 5335
+  - name: validation
+    num_bytes: 630815
+    num_examples: 517
+  download_size: 3939135
+  dataset_size: 7370006
+- config_name: MLQA.en.de
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1664190
-    num_examples: 10000
   - name: test
-    num_bytes: 1675785
-    num_examples: 10000
-  - name: train
-    num_bytes: 3335424
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 6675399
-- config_name: PAN-X.he
+    num_bytes: 5056694
+    num_examples: 4517
+  - name: validation
+    num_bytes: 594908
+    num_examples: 512
+  download_size: 3223196
+  dataset_size: 5651602
+- config_name: MLQA.en.en
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2332760
-    num_examples: 10000
   - name: test
-    num_bytes: 2318756
-    num_examples: 10000
-  - name: train
-    num_bytes: 4667100
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 9318616
-- config_name: PAN-X.hi
+    num_bytes: 14004592
+    num_examples: 11590
+  - name: validation
+    num_bytes: 1329084
+    num_examples: 1148
+  download_size: 8217519
+  dataset_size: 15333676
+- config_name: MLQA.en.es
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 190671
-    num_examples: 1000
   - name: test
-    num_bytes: 196190
-    num_examples: 1000
-  - name: train
-    num_bytes: 964212
-    num_examples: 5000
-  download_size: 234008884
-  dataset_size: 1351073
-- config_name: PAN-X.hu
-  features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+    num_bytes: 6179221
+    num_examples: 5253
+  - name: validation
+    num_bytes: 555434
+    num_examples: 500
+  download_size: 3776828
+  dataset_size: 6734655
+- config_name: MLQA.en.hi
+  features:
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2211851
-    num_examples: 10000
   - name: test
-    num_bytes: 2249779
-    num_examples: 10000
-  - name: train
-    num_bytes: 4499914
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 8961544
-- config_name: PAN-X.id
+    num_bytes: 6378838
+    num_examples: 4918
+  - name: validation
+    num_bytes: 623143
+    num_examples: 507
+  download_size: 3517340
+  dataset_size: 7001981
+- config_name: MLQA.en.vi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1537979
-    num_examples: 10000
   - name: test
-    num_bytes: 1536879
-    num_examples: 10000
-  - name: train
-    num_bytes: 3084007
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 6158865
-- config_name: PAN-X.it
+    num_bytes: 7056670
+    num_examples: 5495
+  - name: validation
+    num_bytes: 640618
+    num_examples: 511
+  download_size: 4170642
+  dataset_size: 7697288
+- config_name: MLQA.en.zh
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1908529
-    num_examples: 10000
   - name: test
-    num_bytes: 1928408
-    num_examples: 10000
-  - name: train
-    num_bytes: 3874663
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 7711600
-- config_name: PAN-X.ja
+    num_bytes: 6539279
+    num_examples: 5137
+  - name: validation
+    num_bytes: 608416
+    num_examples: 504
+  download_size: 3929122
+  dataset_size: 7147695
+- config_name: MLQA.es.ar
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 6323003
-    num_examples: 10000
   - name: test
-    num_bytes: 6448960
-    num_examples: 10000
-  - name: train
-    num_bytes: 12670401
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 25442364
-- config_name: PAN-X.jv
+    num_bytes: 1740254
+    num_examples: 1978
+  - name: validation
+    num_bytes: 148621
+    num_examples: 161
+  download_size: 1107435
+  dataset_size: 1888875
+- config_name: MLQA.es.de
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 14600
-    num_examples: 100
   - name: test
-    num_bytes: 16917
-    num_examples: 100
-  - name: train
-    num_bytes: 16106
-    num_examples: 100
-  download_size: 234008884
-  dataset_size: 47623
-- config_name: PAN-X.ka
+    num_bytes: 1403997
+    num_examples: 1776
+  - name: validation
+    num_bytes: 144158
+    num_examples: 196
+  download_size: 950448
+  dataset_size: 1548155
+- config_name: MLQA.es.en
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2806901
-    num_examples: 10000
   - name: test
-    num_bytes: 2824641
-    num_examples: 10000
-  - name: train
-    num_bytes: 2777362
-    num_examples: 10000
-  download_size: 234008884
-  dataset_size: 8408904
-- config_name: PAN-X.kk
+    num_bytes: 4362709
+    num_examples: 5253
+  - name: validation
+    num_bytes: 419040
+    num_examples: 500
+  download_size: 2842879
+  dataset_size: 4781749
+- config_name: MLQA.es.es
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 238109
-    num_examples: 1000
   - name: test
-    num_bytes: 236724
-    num_examples: 1000
-  - name: train
-    num_bytes: 240276
-    num_examples: 1000
-  download_size: 234008884
-  dataset_size: 715109
-- config_name: PAN-X.ko
+    num_bytes: 4394305
+    num_examples: 5253
+  - name: validation
+    num_bytes: 422043
+    num_examples: 500
+  download_size: 2856931
+  dataset_size: 4816348
+- config_name: MLQA.es.hi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2138167
-    num_examples: 10000
   - name: test
-    num_bytes: 2138294
-    num_examples: 10000
-  - name: train
-    num_bytes: 4284733
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 8561194
-- config_name: PAN-X.ml
+    num_bytes: 1523495
+    num_examples: 1723
+  - name: validation
+    num_bytes: 181806
+    num_examples: 187
+  download_size: 954018
+  dataset_size: 1705301
+- config_name: MLQA.es.vi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 290755
-    num_examples: 1000
   - name: test
-    num_bytes: 276926
-    num_examples: 1000
-  - name: train
-    num_bytes: 2865204
-    num_examples: 10000
-  download_size: 234008884
-  dataset_size: 3432885
-- config_name: PAN-X.mr
+    num_bytes: 1747941
+    num_examples: 2018
+  - name: validation
+    num_bytes: 176813
+    num_examples: 189
+  download_size: 1187949
+  dataset_size: 1924754
+- config_name: MLQA.es.zh
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 245358
-    num_examples: 1000
   - name: test
-    num_bytes: 255904
-    num_examples: 1000
-  - name: train
-    num_bytes: 1248259
-    num_examples: 5000
-  download_size: 234008884
-  dataset_size: 1749521
-- config_name: PAN-X.ms
+    num_bytes: 1678423
+    num_examples: 1947
+  - name: validation
+    num_bytes: 126618
+    num_examples: 161
+  download_size: 1100765
+  dataset_size: 1805041
+- config_name: MLQA.hi.ar
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 147515
-    num_examples: 1000
   - name: test
-    num_bytes: 147168
-    num_examples: 1000
-  - name: train
-    num_bytes: 2965048
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 3259731
-- config_name: PAN-X.my
+    num_bytes: 4445561
+    num_examples: 1831
+  - name: validation
+    num_bytes: 410396
+    num_examples: 186
+  download_size: 1542768
+  dataset_size: 4855957
+- config_name: MLQA.hi.de
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 40428
-    num_examples: 100
   - name: test
-    num_bytes: 37366
-    num_examples: 100
-  - name: train
-    num_bytes: 32735
-    num_examples: 100
-  download_size: 234008884
-  dataset_size: 110529
-- config_name: PAN-X.nl
+    num_bytes: 3022836
+    num_examples: 1430
+  - name: validation
+    num_bytes: 301685
+    num_examples: 163
+  download_size: 1257846
+  dataset_size: 3324521
+- config_name: MLQA.hi.en
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 2016856
-    num_examples: 10000
   - name: test
-    num_bytes: 2038638
-    num_examples: 10000
-  - name: train
-    num_bytes: 4062189
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 8117683
-- config_name: PAN-X.pt
+    num_bytes: 11449233
+    num_examples: 4918
+  - name: validation
+    num_bytes: 1097829
+    num_examples: 507
+  download_size: 4131083
+  dataset_size: 12547062
+- config_name: MLQA.hi.es
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1575141
-    num_examples: 10000
   - name: test
-    num_bytes: 1562625
-    num_examples: 10000
-  - name: train
-    num_bytes: 3149283
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 6287049
-- config_name: PAN-X.ru
-  features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
-    sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
-  splits:
+    num_bytes: 3862201
+    num_examples: 1723
   - name: validation
-    num_bytes: 2053169
-    num_examples: 10000
-  - name: test
-    num_bytes: 2074145
-    num_examples: 10000
-  - name: train
-    num_bytes: 4121791
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 8249105
-- config_name: PAN-X.sw
+    num_bytes: 420374
+    num_examples: 187
+  download_size: 1493468
+  dataset_size: 4282575
+- config_name: MLQA.hi.hi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 136368
-    num_examples: 1000
   - name: test
-    num_bytes: 140231
-    num_examples: 1000
-  - name: train
-    num_bytes: 135911
-    num_examples: 1000
-  download_size: 234008884
-  dataset_size: 412510
-- config_name: PAN-X.ta
+    num_bytes: 11810447
+    num_examples: 4918
+  - name: validation
+    num_bytes: 1136756
+    num_examples: 507
+  download_size: 4235981
+  dataset_size: 12947203
+- config_name: MLQA.hi.vi
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 277625
-    num_examples: 1000
   - name: test
-    num_bytes: 278114
-    num_examples: 1000
-  - name: train
-    num_bytes: 4122130
-    num_examples: 15000
-  download_size: 234008884
-  dataset_size: 4677869
-- config_name: PAN-X.te
+    num_bytes: 4743456
+    num_examples: 1947
+  - name: validation
+    num_bytes: 419078
+    num_examples: 177
+  download_size: 1704964
+  dataset_size: 5162534
+- config_name: MLQA.hi.zh
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 293281
-    num_examples: 1000
   - name: test
-    num_bytes: 296963
-    num_examples: 1000
-  - name: train
-    num_bytes: 295410
-    num_examples: 1000
-  download_size: 234008884
-  dataset_size: 885654
-- config_name: PAN-X.th
+    num_bytes: 4354847
+    num_examples: 1767
+  - name: validation
+    num_bytes: 424218
+    num_examples: 189
+  download_size: 1627107
+  dataset_size: 4779065
+- config_name: MLQA.vi.ar
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 13262737
-    num_examples: 10000
   - name: test
-    num_bytes: 13586928
-    num_examples: 10000
-  - name: train
-    num_bytes: 27133029
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 53982694
-- config_name: PAN-X.tl
+    num_bytes: 3205157
+    num_examples: 2047
+  - name: validation
+    num_bytes: 230307
+    num_examples: 163
+  download_size: 1656661
+  dataset_size: 3435464
+- config_name: MLQA.vi.de
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 114156
-    num_examples: 1000
   - name: test
-    num_bytes: 117904
-    num_examples: 1000
-  - name: train
-    num_bytes: 1168717
-    num_examples: 10000
-  download_size: 234008884
-  dataset_size: 1400777
-- config_name: PAN-X.tr
+    num_bytes: 2227005
+    num_examples: 1675
+  - name: validation
+    num_bytes: 277157
+    num_examples: 182
+  download_size: 1268041
+  dataset_size: 2504162
+- config_name: MLQA.vi.en
   features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
     sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
   splits:
-  - name: validation
-    num_bytes: 1915352
-    num_examples: 10000
   - name: test
-    num_bytes: 1911503
-    num_examples: 10000
-  - name: train
-    num_bytes: 3779170
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 7606025
-- config_name: PAN-X.ur
-  features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
-    sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
-  splits:
-  - name: validation
-    num_bytes: 152148
-    num_examples: 1000
-  - name: test
-    num_bytes: 151922
-    num_examples: 1000
-  - name: train
-    num_bytes: 3072276
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 3376346
-- config_name: PAN-X.vi
-  features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
-    sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
-  splits:
-  - name: validation
-    num_bytes: 1565143
-    num_examples: 10000
-  - name: test
-    num_bytes: 1580216
-    num_examples: 10000
-  - name: train
-    num_bytes: 3153227
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 6298586
-- config_name: PAN-X.yo
-  features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
-    sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
-  splits:
-  - name: validation
-    num_bytes: 13245
-    num_examples: 100
-  - name: test
-    num_bytes: 13533
-    num_examples: 100
-  - name: train
-    num_bytes: 14709
-    num_examples: 100
-  download_size: 234008884
-  dataset_size: 41487
-- config_name: PAN-X.zh
-  features:
-  - name: tokens
-    sequence: string
-  - name: ner_tags
-    sequence:
-      class_label:
-        names:
-          '0': O
-          '1': B-PER
-          '2': I-PER
-          '3': B-ORG
-          '4': I-ORG
-          '5': B-LOC
-          '6': I-LOC
-  - name: langs
-    sequence: string
-  splits:
-  - name: validation
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-    num_examples: 10000
-  - name: test
-    num_bytes: 4363172
-    num_examples: 10000
-  - name: train
-    num_bytes: 8832051
-    num_examples: 20000
-  download_size: 234008884
-  dataset_size: 17686548
-- config_name: MLQA.ar.ar
+    num_bytes: 7843403
+    num_examples: 5495
+  - name: validation
+    num_bytes: 719245
+    num_examples: 511
+  download_size: 4071703
+  dataset_size: 8562648
+- config_name: MLQA.vi.es
   features:
   - name: id
     dtype: string
@@ -1338,14 +1233,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 8368114
-    num_examples: 5335
+    num_bytes: 2866569
+    num_examples: 2018
   - name: validation
-    num_bytes: 824108
-    num_examples: 517
-  download_size: 75719050
-  dataset_size: 9192222
-- config_name: MLQA.ar.de
+    num_bytes: 283433
+    num_examples: 189
+  download_size: 1607926
+  dataset_size: 3150002
+- config_name: MLQA.vi.hi
   features:
   - name: id
     dtype: string
@@ -1363,14 +1258,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 2183942
-    num_examples: 1649
+    num_bytes: 2776636
+    num_examples: 1947
   - name: validation
-    num_bytes: 364837
-    num_examples: 207
-  download_size: 75719050
-  dataset_size: 2548779
-- config_name: MLQA.ar.vi
+    num_bytes: 254979
+    num_examples: 177
+  download_size: 1366057
+  dataset_size: 3031615
+- config_name: MLQA.vi.vi
   features:
   - name: id
     dtype: string
@@ -1388,14 +1283,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 3290629
-    num_examples: 2047
+    num_bytes: 7922057
+    num_examples: 5495
   - name: validation
-    num_bytes: 288446
-    num_examples: 163
-  download_size: 75719050
-  dataset_size: 3579075
-- config_name: MLQA.ar.zh
+    num_bytes: 726490
+    num_examples: 511
+  download_size: 4105388
+  dataset_size: 8648547
+- config_name: MLQA.vi.zh
   features:
   - name: id
     dtype: string
@@ -1413,14 +1308,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 3229872
-    num_examples: 1912
+    num_bytes: 2989632
+    num_examples: 1943
   - name: validation
-    num_bytes: 340049
-    num_examples: 188
-  download_size: 75719050
-  dataset_size: 3569921
-- config_name: MLQA.ar.en
+    num_bytes: 269361
+    num_examples: 184
+  download_size: 1570393
+  dataset_size: 3258993
+- config_name: MLQA.zh.ar
   features:
   - name: id
     dtype: string
@@ -1438,14 +1333,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 8225662
-    num_examples: 5335
+    num_bytes: 1731455
+    num_examples: 1912
   - name: validation
-    num_bytes: 810089
-    num_examples: 517
-  download_size: 75719050
-  dataset_size: 9035751
-- config_name: MLQA.ar.es
+    num_bytes: 175321
+    num_examples: 188
+  download_size: 1223863
+  dataset_size: 1906776
+- config_name: MLQA.zh.de
   features:
   - name: id
     dtype: string
@@ -1463,14 +1358,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 3041378
-    num_examples: 1978
+    num_bytes: 1389990
+    num_examples: 1621
   - name: validation
-    num_bytes: 228180
-    num_examples: 161
-  download_size: 75719050
-  dataset_size: 3269558
-- config_name: MLQA.ar.hi
+    num_bytes: 174577
+    num_examples: 190
+  download_size: 1006829
+  dataset_size: 1564567
+- config_name: MLQA.zh.en
   features:
   - name: id
     dtype: string
@@ -1488,14 +1383,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 3039396
-    num_examples: 1831
+    num_bytes: 4450957
+    num_examples: 5137
   - name: validation
-    num_bytes: 281770
-    num_examples: 186
-  download_size: 75719050
-  dataset_size: 3321166
-- config_name: MLQA.de.ar
+    num_bytes: 446840
+    num_examples: 504
+  download_size: 3108433
+  dataset_size: 4897797
+- config_name: MLQA.zh.es
   features:
   - name: id
     dtype: string
@@ -1513,14 +1408,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 1620006
-    num_examples: 1649
+    num_bytes: 1736255
+    num_examples: 1947
   - name: validation
-    num_bytes: 200174
-    num_examples: 207
-  download_size: 75719050
-  dataset_size: 1820180
-- config_name: MLQA.de.de
+    num_bytes: 138045
+    num_examples: 161
+  download_size: 1223467
+  dataset_size: 1874300
+- config_name: MLQA.zh.hi
   features:
   - name: id
     dtype: string
@@ -1538,14 +1433,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 4366102
-    num_examples: 4517
+    num_bytes: 1578191
+    num_examples: 1767
   - name: validation
-    num_bytes: 488367
-    num_examples: 512
-  download_size: 75719050
-  dataset_size: 4854469
-- config_name: MLQA.de.vi
+    num_bytes: 184373
+    num_examples: 189
+  download_size: 1044599
+  dataset_size: 1762564
+- config_name: MLQA.zh.vi
   features:
   - name: id
     dtype: string
@@ -1563,14 +1458,14 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 1688483
-    num_examples: 1675
+    num_bytes: 1806158
+    num_examples: 1943
   - name: validation
-    num_bytes: 216075
-    num_examples: 182
-  download_size: 75719050
-  dataset_size: 1904558
-- config_name: MLQA.de.zh
+    num_bytes: 172906
+    num_examples: 184
+  download_size: 1268213
+  dataset_size: 1979064
+- config_name: MLQA.zh.zh
   features:
   - name: id
     dtype: string
@@ -1588,970 +1483,1322 @@ dataset_info:
       dtype: string
   splits:
   - name: test
-    num_bytes: 1679180
-    num_examples: 1621
+    num_bytes: 4422322
+    num_examples: 5137
   - name: validation
-    num_bytes: 184318
-    num_examples: 190
-  download_size: 75719050
-  dataset_size: 1863498
-- config_name: MLQA.de.en
+    num_bytes: 443782
+    num_examples: 504
+  download_size: 3105362
+  dataset_size: 4866104
+- config_name: PAN-X.af
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 4343144
-    num_examples: 4517
+  - name: train
+    num_bytes: 1321376
+    num_examples: 5000
   - name: validation
-    num_bytes: 485894
-    num_examples: 512
-  download_size: 75719050
-  dataset_size: 4829038
-- config_name: MLQA.de.es
-  features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
-    sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
-  splits:
+    num_bytes: 259689
+    num_examples: 1000
   - name: test
-    num_bytes: 1716615
-    num_examples: 1776
-  - name: validation
-    num_bytes: 170582
-    num_examples: 196
-  download_size: 75719050
-  dataset_size: 1887197
-- config_name: MLQA.de.hi
+    num_bytes: 257184
+    num_examples: 1000
+  download_size: 389015
+  dataset_size: 1838249
+- config_name: PAN-X.ar
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1371074
-    num_examples: 1430
+  - name: train
+    num_bytes: 3634096
+    num_examples: 20000
   - name: validation
-    num_bytes: 153871
-    num_examples: 163
-  download_size: 75719050
-  dataset_size: 1524945
-- config_name: MLQA.vi.ar
+    num_bytes: 1808283
+    num_examples: 10000
+  - name: test
+    num_bytes: 1811963
+    num_examples: 10000
+  download_size: 1567470
+  dataset_size: 7254342
+- config_name: PAN-X.bg
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 3205185
-    num_examples: 2047
+  - name: train
+    num_bytes: 4600733
+    num_examples: 20000
   - name: validation
-    num_bytes: 230335
-    num_examples: 163
-  download_size: 75719050
-  dataset_size: 3435520
-- config_name: MLQA.vi.de
+    num_bytes: 2310294
+    num_examples: 10000
+  - name: test
+    num_bytes: 2306138
+    num_examples: 10000
+  download_size: 2030669
+  dataset_size: 9217165
+- config_name: PAN-X.bn
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 2227033
-    num_examples: 1675
+  - name: train
+    num_bytes: 1568825
+    num_examples: 10000
   - name: validation
-    num_bytes: 277185
-    num_examples: 182
-  download_size: 75719050
-  dataset_size: 2504218
-- config_name: MLQA.vi.vi
+    num_bytes: 159068
+    num_examples: 1000
+  - name: test
+    num_bytes: 159262
+    num_examples: 1000
+  download_size: 364024
+  dataset_size: 1887155
+- config_name: PAN-X.de
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 7922085
-    num_examples: 5495
+  - name: train
+    num_bytes: 4762312
+    num_examples: 20000
   - name: validation
-    num_bytes: 726518
-    num_examples: 511
-  download_size: 75719050
-  dataset_size: 8648603
-- config_name: MLQA.vi.zh
+    num_bytes: 2381545
+    num_examples: 10000
+  - name: test
+    num_bytes: 2377619
+    num_examples: 10000
+  download_size: 2360242
+  dataset_size: 9521476
+- config_name: PAN-X.el
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 2989660
-    num_examples: 1943
+  - name: train
+    num_bytes: 5063136
+    num_examples: 20000
   - name: validation
-    num_bytes: 269389
-    num_examples: 184
-  download_size: 75719050
-  dataset_size: 3259049
-- config_name: MLQA.vi.en
+    num_bytes: 2533786
+    num_examples: 10000
+  - name: test
+    num_bytes: 2547574
+    num_examples: 10000
+  download_size: 2271726
+  dataset_size: 10144496
+- config_name: PAN-X.en
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 7843431
-    num_examples: 5495
+  - name: train
+    num_bytes: 3823434
+    num_examples: 20000
   - name: validation
-    num_bytes: 719273
-    num_examples: 511
-  download_size: 75719050
-  dataset_size: 8562704
-- config_name: MLQA.vi.es
+    num_bytes: 1920049
+    num_examples: 10000
+  - name: test
+    num_bytes: 1916200
+    num_examples: 10000
+  download_size: 1886284
+  dataset_size: 7659683
+- config_name: PAN-X.es
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 2866597
-    num_examples: 2018
+  - name: train
+    num_bytes: 3199121
+    num_examples: 20000
   - name: validation
-    num_bytes: 283461
-    num_examples: 189
-  download_size: 75719050
-  dataset_size: 3150058
-- config_name: MLQA.vi.hi
+    num_bytes: 1592505
+    num_examples: 10000
+  - name: test
+    num_bytes: 1602271
+    num_examples: 10000
+  download_size: 1489562
+  dataset_size: 6393897
+- config_name: PAN-X.et
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 2776664
-    num_examples: 1947
+  - name: train
+    num_bytes: 3023171
+    num_examples: 15000
   - name: validation
-    num_bytes: 255007
-    num_examples: 177
-  download_size: 75719050
-  dataset_size: 3031671
-- config_name: MLQA.zh.ar
+    num_bytes: 2030140
+    num_examples: 10000
+  - name: test
+    num_bytes: 2021389
+    num_examples: 10000
+  download_size: 1915624
+  dataset_size: 7074700
+- config_name: PAN-X.eu
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1731483
-    num_examples: 1912
+  - name: train
+    num_bytes: 2292307
+    num_examples: 10000
   - name: validation
-    num_bytes: 175349
-    num_examples: 188
-  download_size: 75719050
-  dataset_size: 1906832
-- config_name: MLQA.zh.de
+    num_bytes: 2296315
+    num_examples: 10000
+  - name: test
+    num_bytes: 2249815
+    num_examples: 10000
+  download_size: 1393179
+  dataset_size: 6838437
+- config_name: PAN-X.fa
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1390018
-    num_examples: 1621
+  - name: train
+    num_bytes: 3529314
+    num_examples: 20000
   - name: validation
-    num_bytes: 174605
-    num_examples: 190
-  download_size: 75719050
-  dataset_size: 1564623
-- config_name: MLQA.zh.vi
+    num_bytes: 1782286
+    num_examples: 10000
+  - name: test
+    num_bytes: 1770264
+    num_examples: 10000
+  download_size: 1401208
+  dataset_size: 7081864
+- config_name: PAN-X.fi
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1806186
-    num_examples: 1943
+  - name: train
+    num_bytes: 4273753
+    num_examples: 20000
   - name: validation
-    num_bytes: 172934
-    num_examples: 184
-  download_size: 75719050
-  dataset_size: 1979120
-- config_name: MLQA.zh.zh
+    num_bytes: 2131749
+    num_examples: 10000
+  - name: test
+    num_bytes: 2130645
+    num_examples: 10000
+  download_size: 2459149
+  dataset_size: 8536147
+- config_name: PAN-X.fr
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 4422350
-    num_examples: 5137
+  - name: train
+    num_bytes: 3335384
+    num_examples: 20000
   - name: validation
-    num_bytes: 443810
-    num_examples: 504
-  download_size: 75719050
-  dataset_size: 4866160
-- config_name: MLQA.zh.en
+    num_bytes: 1664170
+    num_examples: 10000
+  - name: test
+    num_bytes: 1675765
+    num_examples: 10000
+  download_size: 1679283
+  dataset_size: 6675319
+- config_name: PAN-X.he
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 4450985
-    num_examples: 5137
+  - name: train
+    num_bytes: 4667060
+    num_examples: 20000
   - name: validation
-    num_bytes: 446868
-    num_examples: 504
-  download_size: 75719050
-  dataset_size: 4897853
-- config_name: MLQA.zh.es
+    num_bytes: 2332740
+    num_examples: 10000
+  - name: test
+    num_bytes: 2318736
+    num_examples: 10000
+  download_size: 2186463
+  dataset_size: 9318536
+- config_name: PAN-X.hi
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1736283
-    num_examples: 1947
+  - name: train
+    num_bytes: 964192
+    num_examples: 5000
   - name: validation
-    num_bytes: 138073
-    num_examples: 161
-  download_size: 75719050
-  dataset_size: 1874356
-- config_name: MLQA.zh.hi
+    num_bytes: 190651
+    num_examples: 1000
+  - name: test
+    num_bytes: 196170
+    num_examples: 1000
+  download_size: 266086
+  dataset_size: 1351013
+- config_name: PAN-X.hu
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1578219
-    num_examples: 1767
+  - name: train
+    num_bytes: 4499874
+    num_examples: 20000
   - name: validation
-    num_bytes: 184401
-    num_examples: 189
-  download_size: 75719050
-  dataset_size: 1762620
-- config_name: MLQA.en.ar
-  features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
-    sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
-  splits:
+    num_bytes: 2211831
+    num_examples: 10000
   - name: test
-    num_bytes: 6739219
-    num_examples: 5335
-  - name: validation
-    num_bytes: 630843
-    num_examples: 517
-  download_size: 75719050
-  dataset_size: 7370062
-- config_name: MLQA.en.de
+    num_bytes: 2249759
+    num_examples: 10000
+  download_size: 2399390
+  dataset_size: 8961464
+- config_name: PAN-X.id
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 5056722
-    num_examples: 4517
+  - name: train
+    num_bytes: 3083967
+    num_examples: 20000
   - name: validation
-    num_bytes: 594936
-    num_examples: 512
-  download_size: 75719050
-  dataset_size: 5651658
-- config_name: MLQA.en.vi
+    num_bytes: 1537959
+    num_examples: 10000
+  - name: test
+    num_bytes: 1536859
+    num_examples: 10000
+  download_size: 1412049
+  dataset_size: 6158785
+- config_name: PAN-X.it
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 7056698
-    num_examples: 5495
+  - name: train
+    num_bytes: 3874623
+    num_examples: 20000
   - name: validation
-    num_bytes: 640646
-    num_examples: 511
-  download_size: 75719050
-  dataset_size: 7697344
-- config_name: MLQA.en.zh
+    num_bytes: 1908509
+    num_examples: 10000
+  - name: test
+    num_bytes: 1928388
+    num_examples: 10000
+  download_size: 1855798
+  dataset_size: 7711520
+- config_name: PAN-X.ja
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 6539307
-    num_examples: 5137
+  - name: train
+    num_bytes: 12670361
+    num_examples: 20000
   - name: validation
-    num_bytes: 608444
-    num_examples: 504
-  download_size: 75719050
-  dataset_size: 7147751
-- config_name: MLQA.en.en
+    num_bytes: 6322983
+    num_examples: 10000
+  - name: test
+    num_bytes: 6448940
+    num_examples: 10000
+  download_size: 2465674
+  dataset_size: 25442284
+- config_name: PAN-X.jv
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 14004648
-    num_examples: 11590
+  - name: train
+    num_bytes: 16086
+    num_examples: 100
   - name: validation
-    num_bytes: 1329112
-    num_examples: 1148
-  download_size: 75719050
-  dataset_size: 15333760
-- config_name: MLQA.en.es
+    num_bytes: 14580
+    num_examples: 100
+  - name: test
+    num_bytes: 16897
+    num_examples: 100
+  download_size: 20475
+  dataset_size: 47563
+- config_name: PAN-X.ka
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 6179249
-    num_examples: 5253
+  - name: train
+    num_bytes: 2777342
+    num_examples: 10000
   - name: validation
-    num_bytes: 555462
-    num_examples: 500
-  download_size: 75719050
-  dataset_size: 6734711
-- config_name: MLQA.en.hi
+    num_bytes: 2806881
+    num_examples: 10000
+  - name: test
+    num_bytes: 2824621
+    num_examples: 10000
+  download_size: 1817280
+  dataset_size: 8408844
+- config_name: PAN-X.kk
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 6378866
-    num_examples: 4918
+  - name: train
+    num_bytes: 240256
+    num_examples: 1000
   - name: validation
-    num_bytes: 623171
-    num_examples: 507
-  download_size: 75719050
-  dataset_size: 7002037
-- config_name: MLQA.es.ar
+    num_bytes: 238089
+    num_examples: 1000
+  - name: test
+    num_bytes: 236704
+    num_examples: 1000
+  download_size: 160554
+  dataset_size: 715049
+- config_name: PAN-X.ko
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1740282
-    num_examples: 1978
+  - name: train
+    num_bytes: 4284693
+    num_examples: 20000
   - name: validation
-    num_bytes: 148649
-    num_examples: 161
-  download_size: 75719050
-  dataset_size: 1888931
-- config_name: MLQA.es.de
+    num_bytes: 2138147
+    num_examples: 10000
+  - name: test
+    num_bytes: 2138274
+    num_examples: 10000
+  download_size: 2539591
+  dataset_size: 8561114
+- config_name: PAN-X.ml
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1404025
-    num_examples: 1776
+  - name: train
+    num_bytes: 2865184
+    num_examples: 10000
   - name: validation
-    num_bytes: 144186
-    num_examples: 196
-  download_size: 75719050
-  dataset_size: 1548211
-- config_name: MLQA.es.vi
+    num_bytes: 290735
+    num_examples: 1000
+  - name: test
+    num_bytes: 276906
+    num_examples: 1000
+  download_size: 852955
+  dataset_size: 3432825
+- config_name: PAN-X.mr
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1747969
-    num_examples: 2018
+  - name: train
+    num_bytes: 1248239
+    num_examples: 5000
   - name: validation
-    num_bytes: 176841
-    num_examples: 189
-  download_size: 75719050
-  dataset_size: 1924810
-- config_name: MLQA.es.zh
+    num_bytes: 245338
+    num_examples: 1000
+  - name: test
+    num_bytes: 255884
+    num_examples: 1000
+  download_size: 347215
+  dataset_size: 1749461
+- config_name: PAN-X.ms
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1678451
-    num_examples: 1947
+  - name: train
+    num_bytes: 2965008
+    num_examples: 20000
   - name: validation
-    num_bytes: 126646
-    num_examples: 161
-  download_size: 75719050
-  dataset_size: 1805097
-- config_name: MLQA.es.en
+    num_bytes: 147495
+    num_examples: 1000
+  - name: test
+    num_bytes: 147148
+    num_examples: 1000
+  download_size: 708795
+  dataset_size: 3259651
+- config_name: PAN-X.my
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 4362737
-    num_examples: 5253
+  - name: train
+    num_bytes: 32715
+    num_examples: 100
   - name: validation
-    num_bytes: 419068
-    num_examples: 500
-  download_size: 75719050
-  dataset_size: 4781805
-- config_name: MLQA.es.es
+    num_bytes: 40408
+    num_examples: 100
+  - name: test
+    num_bytes: 37346
+    num_examples: 100
+  download_size: 39008
+  dataset_size: 110469
+- config_name: PAN-X.nl
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 4394333
-    num_examples: 5253
+  - name: train
+    num_bytes: 4062149
+    num_examples: 20000
   - name: validation
-    num_bytes: 422071
-    num_examples: 500
-  download_size: 75719050
-  dataset_size: 4816404
-- config_name: MLQA.es.hi
+    num_bytes: 2016836
+    num_examples: 10000
+  - name: test
+    num_bytes: 2038618
+    num_examples: 10000
+  download_size: 1943893
+  dataset_size: 8117603
+- config_name: PAN-X.pt
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 1523523
-    num_examples: 1723
+  - name: train
+    num_bytes: 3149243
+    num_examples: 20000
   - name: validation
-    num_bytes: 181834
-    num_examples: 187
-  download_size: 75719050
-  dataset_size: 1705357
-- config_name: MLQA.hi.ar
+    num_bytes: 1575121
+    num_examples: 10000
+  - name: test
+    num_bytes: 1562605
+    num_examples: 10000
+  download_size: 1540478
+  dataset_size: 6286969
+- config_name: PAN-X.ru
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
-    sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+  - name: tokens
+    sequence: string
+  - name: ner_tags
+    sequence:
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 4445589
-    num_examples: 1831
+  - name: train
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+    num_examples: 20000
   - name: validation
-    num_bytes: 410424
-    num_examples: 186
-  download_size: 75719050
-  dataset_size: 4856013
-- config_name: MLQA.hi.de
+    num_bytes: 2053149
+    num_examples: 10000
+  - name: test
+    num_bytes: 2074125
+    num_examples: 10000
+  download_size: 2127730
+  dataset_size: 8249025
+- config_name: PAN-X.sw
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 3022864
-    num_examples: 1430
+  - name: train
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+    num_examples: 1000
   - name: validation
-    num_bytes: 301713
-    num_examples: 163
-  download_size: 75719050
-  dataset_size: 3324577
-- config_name: MLQA.hi.vi
+    num_bytes: 136348
+    num_examples: 1000
+  - name: test
+    num_bytes: 140211
+    num_examples: 1000
+  download_size: 87435
+  dataset_size: 412450
+- config_name: PAN-X.ta
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
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+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
-    num_bytes: 4743484
-    num_examples: 1947
+  - name: train
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+    num_examples: 15000
   - name: validation
-    num_bytes: 419106
-    num_examples: 177
-  download_size: 75719050
-  dataset_size: 5162590
-- config_name: MLQA.hi.zh
+    num_bytes: 277605
+    num_examples: 1000
+  - name: test
+    num_bytes: 278094
+    num_examples: 1000
+  download_size: 1044729
+  dataset_size: 4677789
+- config_name: PAN-X.te
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
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-    num_examples: 1767
+  - name: train
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+    num_examples: 1000
   - name: validation
-    num_bytes: 424246
-    num_examples: 189
-  download_size: 75719050
-  dataset_size: 4779121
-- config_name: MLQA.hi.en
+    num_bytes: 293261
+    num_examples: 1000
+  - name: test
+    num_bytes: 296943
+    num_examples: 1000
+  download_size: 200516
+  dataset_size: 885594
+- config_name: PAN-X.th
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
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-    num_examples: 4918
+  - name: train
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+    num_examples: 20000
   - name: validation
-    num_bytes: 1097857
-    num_examples: 507
-  download_size: 75719050
-  dataset_size: 12547118
-- config_name: MLQA.hi.es
+    num_bytes: 13262717
+    num_examples: 10000
+  - name: test
+    num_bytes: 13586908
+    num_examples: 10000
+  download_size: 2569566
+  dataset_size: 53982614
+- config_name: PAN-X.tl
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
+    sequence: string
+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
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-    num_examples: 1723
+  - name: train
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+    num_examples: 10000
   - name: validation
-    num_bytes: 420402
-    num_examples: 187
-  download_size: 75719050
-  dataset_size: 4282631
-- config_name: MLQA.hi.hi
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+    num_examples: 1000
+  - name: test
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+    num_examples: 1000
+  download_size: 308160
+  dataset_size: 1400717
+- config_name: PAN-X.tr
   features:
-  - name: id
-    dtype: string
-  - name: title
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
-    dtype: string
-  - name: answers
+  - name: tokens
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+  - name: ner_tags
     sequence:
-    - name: answer_start
-      dtype: int32
-    - name: text
-      dtype: string
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
   splits:
-  - name: test
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-    num_examples: 4918
+  - name: train
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+    num_examples: 20000
   - name: validation
-    num_bytes: 1136784
-    num_examples: 507
-  download_size: 75719050
-  dataset_size: 12947259
-- config_name: XQuAD.ar
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+    num_examples: 10000
+  - name: test
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+    num_examples: 10000
+  download_size: 2000699
+  dataset_size: 7605945
+- config_name: PAN-X.ur
   features:
-  - name: id
-    dtype: string
-  - name: context
-    dtype: string
-  - name: question
+  - name: tokens
+    sequence: string
+  - name: ner_tags
+    sequence:
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+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
+  - name: langs
+    sequence: string
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+    num_examples: 20000
+  - name: validation
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+    num_examples: 1000
+  - name: test
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+    num_examples: 1000
+  download_size: 610869
+  dataset_size: 3376266
+- config_name: PAN-X.vi
+  features:
+  - name: tokens
+    sequence: string
+  - name: ner_tags
+    sequence:
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
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+    num_examples: 10000
+  - name: test
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+    num_examples: 10000
+  download_size: 1375631
+  dataset_size: 6298506
+- config_name: PAN-X.yo
+  features:
+  - name: tokens
+    sequence: string
+  - name: ner_tags
+    sequence:
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
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+    num_examples: 100
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+    num_examples: 100
+  download_size: 17337
+  dataset_size: 41427
+- config_name: PAN-X.zh
+  features:
+  - name: tokens
+    sequence: string
+  - name: ner_tags
+    sequence:
+      class_label:
+        names:
+          '0': O
+          '1': B-PER
+          '2': I-PER
+          '3': B-ORG
+          '4': I-ORG
+          '5': B-LOC
+          '6': I-LOC
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+    num_examples: 20000
+  - name: validation
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+    num_examples: 10000
+  - name: test
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+    num_examples: 10000
+  download_size: 2083198
+  dataset_size: 17686468
+- config_name: PAWS-X.de
+  features:
+  - name: sentence1
+    dtype: string
+  - name: sentence2
+    dtype: string
+  - name: label
+    dtype: string
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+  - name: validation
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+    num_examples: 2000
+  - name: test
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+    num_examples: 2000
+  download_size: 9294034
+  dataset_size: 13462002
+- config_name: PAWS-X.en
+  features:
+  - name: sentence1
+    dtype: string
+  - name: sentence2
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+  - name: label
+    dtype: string
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+    num_examples: 2000
+  - name: test
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+    num_examples: 2000
+  download_size: 8717639
+  dataset_size: 12786664
+- config_name: PAWS-X.es
+  features:
+  - name: sentence1
+    dtype: string
+  - name: sentence2
+    dtype: string
+  - name: label
+    dtype: string
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+  - name: validation
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+  - name: test
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+    num_examples: 2000
+  download_size: 9229918
+  dataset_size: 13461139
+- config_name: PAWS-X.fr
+  features:
+  - name: sentence1
+    dtype: string
+  - name: sentence2
+    dtype: string
+  - name: label
+    dtype: string
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+  - name: validation
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+  - name: test
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+    num_examples: 2000
+  download_size: 9464987
+  dataset_size: 13985570
+- config_name: PAWS-X.ja
+  features:
+  - name: sentence1
+    dtype: string
+  - name: sentence2
+    dtype: string
+  - name: label
+    dtype: string
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+    num_examples: 2000
+  - name: test
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+    num_examples: 2000
+  download_size: 10136228
+  dataset_size: 15997983
+- config_name: PAWS-X.ko
+  features:
+  - name: sentence1
+    dtype: string
+  - name: sentence2
+    dtype: string
+  - name: label
+    dtype: string
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+    num_examples: 2000
+  - name: test
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+    num_examples: 1999
+  download_size: 9926292
+  dataset_size: 14631338
+- config_name: PAWS-X.zh
+  features:
+  - name: sentence1
+    dtype: string
+  - name: sentence2
+    dtype: string
+  - name: label
+    dtype: string
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+    num_examples: 49401
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+    num_examples: 2000
+  - name: test
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+    num_examples: 2000
+  download_size: 8878855
+  dataset_size: 11389386
+- config_name: SQuAD
+  features:
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
     dtype: string
   - name: answers
     sequence:
@@ -2560,12 +2807,34 @@ dataset_info:
     - name: text
       dtype: string
   splits:
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+    num_examples: 87599
   - name: validation
-    num_bytes: 1722799
-    num_examples: 1190
-  download_size: 1582988
-  dataset_size: 1722799
-- config_name: XQuAD.de
+    num_bytes: 10472597
+    num_examples: 10570
+  download_size: 16272656
+  dataset_size: 89789455
+- config_name: XNLI
+  features:
+  - name: language
+    dtype: string
+  - name: sentence1
+    dtype: string
+  - name: sentence2
+    dtype: string
+  - name: gold_label
+    dtype: string
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+  - name: test
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+    num_examples: 75150
+  - name: validation
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+    num_examples: 37350
+  download_size: 8881623
+  dataset_size: 30408611
+- config_name: XQuAD.ar
   features:
   - name: id
     dtype: string
@@ -2581,11 +2850,11 @@ dataset_info:
       dtype: string
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   - name: validation
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+    num_bytes: 1722775
     num_examples: 1190
-  download_size: 669810
-  dataset_size: 1283301
-- config_name: XQuAD.vi
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+  dataset_size: 1722775
+- config_name: XQuAD.de
   features:
   - name: id
     dtype: string
@@ -2601,11 +2870,11 @@ dataset_info:
       dtype: string
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   - name: validation
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+    num_bytes: 1283277
     num_examples: 1190
-  download_size: 911401
-  dataset_size: 1477239
-- config_name: XQuAD.zh
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+  dataset_size: 1283277
+- config_name: XQuAD.el
   features:
   - name: id
     dtype: string
@@ -2621,10 +2890,10 @@ dataset_info:
       dtype: string
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   - name: validation
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+    num_bytes: 2206666
     num_examples: 1190
-  download_size: 808652
-  dataset_size: 984241
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 - config_name: XQuAD.en
   features:
   - name: id
@@ -2641,10 +2910,10 @@ dataset_info:
       dtype: string
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   - name: validation
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+    num_bytes: 1116099
     num_examples: 1190
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-  dataset_size: 1116123
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 - config_name: XQuAD.es
   features:
   - name: id
@@ -2661,10 +2930,10 @@ dataset_info:
       dtype: string
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   - name: validation
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+    num_bytes: 1273475
     num_examples: 1190
-  download_size: 684322
-  dataset_size: 1273499
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 - config_name: XQuAD.hi
   features:
   - name: id
@@ -2681,11 +2950,11 @@ dataset_info:
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   - name: validation
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+    num_bytes: 2682951
     num_examples: 1190
-  download_size: 1680538
-  dataset_size: 2682975
-- config_name: XQuAD.el
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+  dataset_size: 2682951
+- config_name: XQuAD.ru
   features:
   - name: id
     dtype: string
@@ -2701,11 +2970,11 @@ dataset_info:
       dtype: string
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   - name: validation
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+    num_bytes: 2136966
     num_examples: 1190
-  download_size: 1918889
-  dataset_size: 2206690
-- config_name: XQuAD.ru
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+  dataset_size: 2136966
+- config_name: XQuAD.th
   features:
   - name: id
     dtype: string
@@ -2721,11 +2990,11 @@ dataset_info:
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   - name: validation
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+    num_bytes: 2854935
     num_examples: 1190
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-  dataset_size: 2136990
-- config_name: XQuAD.th
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+  dataset_size: 2854935
+- config_name: XQuAD.tr
   features:
   - name: id
     dtype: string
@@ -2741,11 +3010,11 @@ dataset_info:
       dtype: string
   splits:
   - name: validation
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+    num_bytes: 1210739
     num_examples: 1190
-  download_size: 1809143
-  dataset_size: 2854959
-- config_name: XQuAD.tr
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+  dataset_size: 1210739
+- config_name: XQuAD.vi
   features:
   - name: id
     dtype: string
@@ -2761,30 +3030,31 @@ dataset_info:
       dtype: string
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   - name: validation
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+    num_bytes: 1477215
     num_examples: 1190
-  download_size: 729506
-  dataset_size: 1210763
-- config_name: bucc18.de
+  download_size: 237674
+  dataset_size: 1477215
+- config_name: XQuAD.zh
   features:
-  - name: source_sentence
-    dtype: string
-  - name: target_sentence
+  - name: id
     dtype: string
-  - name: source_lang
+  - name: context
     dtype: string
-  - name: target_lang
+  - name: question
     dtype: string
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-  - name: test
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-    num_examples: 9580
-  download_size: 30719200
-  dataset_size: 2574408
-- config_name: bucc18.fr
+  - name: answers
+    sequence:
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+      dtype: int32
+    - name: text
+      dtype: string
+  splits:
+  - name: validation
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+    num_examples: 1190
+  download_size: 205798
+  dataset_size: 984217
+- config_name: bucc18.de
   features:
   - name: source_sentence
     dtype: string
@@ -2796,14 +3066,14 @@ dataset_info:
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   - name: validation
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-    num_examples: 929
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-    num_examples: 9086
-  download_size: 22706544
-  dataset_size: 2294932
-- config_name: bucc18.zh
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+    num_examples: 9580
+  download_size: 1636130
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+- config_name: bucc18.fr
   features:
   - name: source_sentence
     dtype: string
@@ -2815,13 +3085,13 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
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-    num_examples: 257
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-  download_size: 7114794
-  dataset_size: 471664
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 - config_name: bucc18.ru
   features:
   - name: source_sentence
@@ -2834,153 +3104,32 @@ dataset_info:
     dtype: string
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   - name: validation
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     num_examples: 2374
   - name: test
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     num_examples: 14435
-  download_size: 41354312
-  dataset_size: 5403025
-- config_name: PAWS-X.de
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: label
-    dtype: string
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-    num_examples: 2000
-  - name: test
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-    num_examples: 2000
-  - name: train
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-    num_examples: 49380
-  download_size: 30282057
-  dataset_size: 13462086
-- config_name: PAWS-X.en
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: label
-    dtype: string
-  splits:
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-    num_examples: 2000
-  - name: test
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-    num_examples: 2000
-  - name: train
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-    num_examples: 49175
-  download_size: 30282057
-  dataset_size: 12786748
-- config_name: PAWS-X.es
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: label
-    dtype: string
-  splits:
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-    num_examples: 1961
-  - name: test
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-    num_examples: 2000
-  - name: train
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-    num_examples: 49401
-  download_size: 30282057
-  dataset_size: 13461223
-- config_name: PAWS-X.fr
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: label
-    dtype: string
-  splits:
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-    num_examples: 1988
-  - name: test
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-    num_examples: 2000
-  - name: train
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-    num_examples: 49399
-  download_size: 30282057
-  dataset_size: 13985654
-- config_name: PAWS-X.ja
-  features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: label
-    dtype: string
-  splits:
-  - name: validation
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-    num_examples: 2000
-  - name: test
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-    num_examples: 2000
-  - name: train
-    num_bytes: 14695653
-    num_examples: 49401
-  download_size: 30282057
-  dataset_size: 15998067
-- config_name: PAWS-X.ko
+  download_size: 3074476
+  dataset_size: 5402977
+- config_name: bucc18.zh
   features:
-  - name: sentence1
-    dtype: string
-  - name: sentence2
-    dtype: string
-  - name: label
+  - name: source_sentence
     dtype: string
-  splits:
-  - name: validation
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-    num_examples: 2000
-  - name: test
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-    num_examples: 1999
-  - name: train
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-    num_examples: 49164
-  download_size: 30282057
-  dataset_size: 14631422
-- config_name: PAWS-X.zh
-  features:
-  - name: sentence1
+  - name: target_sentence
     dtype: string
-  - name: sentence2
+  - name: source_lang
     dtype: string
-  - name: label
+  - name: target_lang
     dtype: string
   splits:
   - name: validation
-    num_bytes: 459120
-    num_examples: 2000
+    num_bytes: 55723
+    num_examples: 257
   - name: test
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-    num_examples: 2000
-  - name: train
-    num_bytes: 10469712
-    num_examples: 49401
-  download_size: 30282057
-  dataset_size: 11389470
+    num_bytes: 415909
+    num_examples: 1899
+  download_size: 320378
+  dataset_size: 471632
 - config_name: tatoeba.afr
   features:
   - name: source_sentence
@@ -2993,10 +3142,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 179651
+    num_bytes: 250635
     num_examples: 1000
-  download_size: 59635
-  dataset_size: 179651
+  download_size: 47676
+  dataset_size: 250635
 - config_name: tatoeba.ara
   features:
   - name: source_sentence
@@ -3009,10 +3158,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 192666
+    num_bytes: 263650
     num_examples: 1000
-  download_size: 72650
-  dataset_size: 192666
+  download_size: 51228
+  dataset_size: 263650
 - config_name: tatoeba.ben
   features:
   - name: source_sentence
@@ -3025,10 +3174,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 211719
+    num_bytes: 282703
     num_examples: 1000
-  download_size: 91703
-  dataset_size: 211719
+  download_size: 51362
+  dataset_size: 282703
 - config_name: tatoeba.bul
   features:
   - name: source_sentence
@@ -3041,11 +3190,11 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 222295
+    num_bytes: 293279
     num_examples: 1000
-  download_size: 102279
-  dataset_size: 222295
-- config_name: tatoeba.deu
+  download_size: 62454
+  dataset_size: 293279
+- config_name: tatoeba.cmn
   features:
   - name: source_sentence
     dtype: string
@@ -3057,11 +3206,11 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 225583
+    num_bytes: 259931
     num_examples: 1000
-  download_size: 105567
-  dataset_size: 225583
-- config_name: tatoeba.cmn
+  download_size: 58281
+  dataset_size: 259931
+- config_name: tatoeba.deu
   features:
   - name: source_sentence
     dtype: string
@@ -3073,10 +3222,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 188947
+    num_bytes: 296567
     num_examples: 1000
-  download_size: 68931
-  dataset_size: 188947
+  download_size: 79066
+  dataset_size: 296567
 - config_name: tatoeba.ell
   features:
   - name: source_sentence
@@ -3089,10 +3238,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 198977
+    num_bytes: 269961
     num_examples: 1000
-  download_size: 78961
-  dataset_size: 198977
+  download_size: 52251
+  dataset_size: 269961
 - config_name: tatoeba.est
   features:
   - name: source_sentence
@@ -3105,10 +3254,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 179744
+    num_bytes: 250728
     num_examples: 1000
-  download_size: 59728
-  dataset_size: 179744
+  download_size: 49968
+  dataset_size: 250728
 - config_name: tatoeba.eus
   features:
   - name: source_sentence
@@ -3121,10 +3270,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 186084
+    num_bytes: 257068
     num_examples: 1000
-  download_size: 66068
-  dataset_size: 186084
+  download_size: 54271
+  dataset_size: 257068
 - config_name: tatoeba.fin
   features:
   - name: source_sentence
@@ -3137,10 +3286,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 195685
+    num_bytes: 266669
     num_examples: 1000
-  download_size: 75669
-  dataset_size: 195685
+  download_size: 60580
+  dataset_size: 266669
 - config_name: tatoeba.fra
   features:
   - name: source_sentence
@@ -3153,10 +3302,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 200034
+    num_bytes: 271018
     num_examples: 1000
-  download_size: 80018
-  dataset_size: 200034
+  download_size: 60925
+  dataset_size: 271018
 - config_name: tatoeba.heb
   features:
   - name: source_sentence
@@ -3169,10 +3318,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 203516
+    num_bytes: 274500
     num_examples: 1000
-  download_size: 83500
-  dataset_size: 203516
+  download_size: 57306
+  dataset_size: 274500
 - config_name: tatoeba.hin
   features:
   - name: source_sentence
@@ -3185,10 +3334,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 242574
+    num_bytes: 313558
     num_examples: 1000
-  download_size: 122558
-  dataset_size: 242574
+  download_size: 68816
+  dataset_size: 313558
 - config_name: tatoeba.hun
   features:
   - name: source_sentence
@@ -3201,10 +3350,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 188905
+    num_bytes: 259889
     num_examples: 1000
-  download_size: 68889
-  dataset_size: 188905
+  download_size: 58096
+  dataset_size: 259889
 - config_name: tatoeba.ind
   features:
   - name: source_sentence
@@ -3217,10 +3366,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 194860
+    num_bytes: 265844
     num_examples: 1000
-  download_size: 74844
-  dataset_size: 194860
+  download_size: 57047
+  dataset_size: 265844
 - config_name: tatoeba.ita
   features:
   - name: source_sentence
@@ -3233,10 +3382,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 185849
+    num_bytes: 256833
     num_examples: 1000
-  download_size: 65833
-  dataset_size: 185849
+  download_size: 52422
+  dataset_size: 256833
 - config_name: tatoeba.jav
   features:
   - name: source_sentence
@@ -3249,10 +3398,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 38529
+    num_bytes: 53068
     num_examples: 205
-  download_size: 13913
-  dataset_size: 38529
+  download_size: 15208
+  dataset_size: 53068
 - config_name: tatoeba.jpn
   features:
   - name: source_sentence
@@ -3265,10 +3414,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 213099
+    num_bytes: 284083
     num_examples: 1000
-  download_size: 93083
-  dataset_size: 213099
+  download_size: 66620
+  dataset_size: 284083
 - config_name: tatoeba.kat
   features:
   - name: source_sentence
@@ -3281,10 +3430,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 161696
+    num_bytes: 214646
     num_examples: 746
-  download_size: 72160
-  dataset_size: 161696
+  download_size: 41759
+  dataset_size: 214646
 - config_name: tatoeba.kaz
   features:
   - name: source_sentence
@@ -3297,10 +3446,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 116194
+    num_bytes: 157003
     num_examples: 575
-  download_size: 47178
-  dataset_size: 116194
+  download_size: 35693
+  dataset_size: 157003
 - config_name: tatoeba.kor
   features:
   - name: source_sentence
@@ -3313,10 +3462,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 199155
+    num_bytes: 270139
     num_examples: 1000
-  download_size: 79139
-  dataset_size: 199155
+  download_size: 61210
+  dataset_size: 270139
 - config_name: tatoeba.mal
   features:
   - name: source_sentence
@@ -3329,10 +3478,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 177173
+    num_bytes: 225934
     num_examples: 687
-  download_size: 94717
-  dataset_size: 177173
+  download_size: 51077
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 - config_name: tatoeba.mar
   features:
   - name: source_sentence
@@ -3345,10 +3494,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
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+    num_bytes: 291542
     num_examples: 1000
-  download_size: 100542
-  dataset_size: 220558
+  download_size: 56575
+  dataset_size: 291542
 - config_name: tatoeba.nld
   features:
   - name: source_sentence
@@ -3361,10 +3510,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
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+    num_bytes: 264263
     num_examples: 1000
-  download_size: 73263
-  dataset_size: 193279
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 - config_name: tatoeba.pes
   features:
   - name: source_sentence
@@ -3377,10 +3526,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
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+    num_bytes: 284719
     num_examples: 1000
-  download_size: 93719
-  dataset_size: 213735
+  download_size: 64642
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 - config_name: tatoeba.por
   features:
   - name: source_sentence
@@ -3393,10 +3542,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
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+    num_bytes: 266185
     num_examples: 1000
-  download_size: 75185
-  dataset_size: 195201
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 - config_name: tatoeba.rus
   features:
   - name: source_sentence
@@ -3409,10 +3558,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
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+    num_bytes: 283472
     num_examples: 1000
-  download_size: 92472
-  dataset_size: 212488
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 - config_name: tatoeba.spa
   features:
   - name: source_sentence
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     dtype: string
   splits:
   - name: validation
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+    num_bytes: 263266
     num_examples: 1000
-  download_size: 72266
-  dataset_size: 192282
+  download_size: 57055
+  dataset_size: 263266
 - config_name: tatoeba.swh
   features:
   - name: source_sentence
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     dtype: string
   splits:
   - name: validation
-    num_bytes: 67283
+    num_bytes: 94957
     num_examples: 390
-  download_size: 20467
-  dataset_size: 67283
+  download_size: 19362
+  dataset_size: 94957
 - config_name: tatoeba.tam
   features:
   - name: source_sentence
@@ -3457,10 +3606,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 76297
+    num_bytes: 98078
     num_examples: 307
-  download_size: 39441
-  dataset_size: 76297
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 - config_name: tatoeba.tel
   features:
   - name: source_sentence
@@ -3473,10 +3622,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 53239
+    num_bytes: 69837
     num_examples: 234
-  download_size: 25143
-  dataset_size: 53239
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 - config_name: tatoeba.tgl
   features:
   - name: source_sentence
@@ -3489,10 +3638,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 188154
+    num_bytes: 259138
     num_examples: 1000
-  download_size: 68138
-  dataset_size: 188154
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 - config_name: tatoeba.tha
   features:
   - name: source_sentence
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     dtype: string
   splits:
   - name: validation
-    num_bytes: 128974
+    num_bytes: 167866
     num_examples: 548
-  download_size: 63198
-  dataset_size: 128974
+  download_size: 39659
+  dataset_size: 167866
 - config_name: tatoeba.tur
   features:
   - name: source_sentence
@@ -3521,10 +3670,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 191901
+    num_bytes: 262885
     num_examples: 1000
-  download_size: 71885
-  dataset_size: 191901
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 - config_name: tatoeba.urd
   features:
   - name: source_sentence
@@ -3537,10 +3686,10 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 208728
+    num_bytes: 279712
     num_examples: 1000
-  download_size: 88712
-  dataset_size: 208728
+  download_size: 60399
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 - config_name: tatoeba.vie
   features:
   - name: source_sentence
@@ -3553,10 +3702,35 @@ dataset_info:
     dtype: string
   splits:
   - name: validation
-    num_bytes: 211423
+    num_bytes: 282407
     num_examples: 1000
-  download_size: 91407
-  dataset_size: 211423
+  download_size: 66746
+  dataset_size: 282407
+- config_name: tydiqa
+  features:
+  - name: id
+    dtype: string
+  - name: title
+    dtype: string
+  - name: context
+    dtype: string
+  - name: question
+    dtype: string
+  - name: answers
+    sequence:
+    - name: answer_start
+      dtype: int32
+    - name: text
+      dtype: string
+  splits:
+  - name: train
+    num_bytes: 52948467
+    num_examples: 49881
+  - name: validation
+    num_bytes: 5006433
+    num_examples: 5077
+  download_size: 29402238
+  dataset_size: 57954900
 - config_name: udpos.Afrikaans
   features:
   - name: tokens
@@ -3583,17 +3757,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 586370
+    num_examples: 1315
   - name: validation
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+    num_bytes: 91290
     num_examples: 194
   - name: test
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     num_examples: 425
-  - name: train
-    num_bytes: 586382
-    num_examples: 1315
-  download_size: 355216681
-  dataset_size: 851940
+  download_size: 193788
+  dataset_size: 851904
 - config_name: udpos.Arabic
   features:
   - name: tokens
@@ -3620,17 +3794,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
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+    num_examples: 6075
   - name: validation
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     num_examples: 909
   - name: test
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     num_examples: 1680
-  - name: train
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-    num_examples: 6075
-  download_size: 355216681
-  dataset_size: 6021190
+  download_size: 1186113
+  dataset_size: 6021154
 - config_name: udpos.Basque
   features:
   - name: tokens
@@ -3657,17 +3831,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
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+    num_examples: 5396
   - name: validation
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   - name: test
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     num_examples: 1799
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-    num_examples: 5396
-  download_size: 355216681
-  dataset_size: 2211064
+  download_size: 703094
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 - config_name: udpos.Bulgarian
   features:
   - name: tokens
@@ -3694,17 +3868,54 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
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   - name: validation
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     num_examples: 1115
   - name: test
-    num_bytes: 339959
+    num_bytes: 339947
     num_examples: 1116
+  download_size: 926186
+  dataset_size: 3376831
+- config_name: udpos.Chinese
+  features:
+  - name: tokens
+    sequence: string
+  - name: pos_tags
+    sequence:
+      class_label:
+        names:
+          '0': ADJ
+          '1': ADP
+          '2': ADV
+          '3': AUX
+          '4': CCONJ
+          '5': DET
+          '6': INTJ
+          '7': NOUN
+          '8': NUM
+          '9': PART
+          '10': PRON
+          '11': PROPN
+          '12': PUNCT
+          '13': SCONJ
+          '14': SYM
+          '15': VERB
+          '16': X
+  splits:
   - name: train
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-  download_size: 355216681
-  dataset_size: 3376867
+    num_bytes: 4218891
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+    num_examples: 3038
+  - name: test
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+    num_examples: 5528
+  download_size: 1471747
+  dataset_size: 6049390
 - config_name: udpos.Dutch
   features:
   - name: tokens
@@ -3731,17 +3942,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
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   - name: validation
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-    num_examples: 18051
-  download_size: 355216681
-  dataset_size: 5309538
+  download_size: 1410982
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 - config_name: udpos.English
   features:
   - name: tokens
@@ -3768,17 +3979,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
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+    num_examples: 21253
   - name: validation
-    num_bytes: 1042052
+    num_bytes: 1042040
     num_examples: 3974
   - name: test
-    num_bytes: 1421160
+    num_bytes: 1421148
     num_examples: 5440
-  - name: train
-    num_bytes: 6225545
-    num_examples: 21253
-  download_size: 355216681
-  dataset_size: 8688757
+  download_size: 2116535
+  dataset_size: 8688697
 - config_name: udpos.Estonian
   features:
   - name: tokens
@@ -3805,17 +4016,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 6614893
+    num_examples: 25749
   - name: validation
-    num_bytes: 814183
+    num_bytes: 814171
     num_examples: 3125
   - name: test
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+    num_bytes: 1065701
     num_examples: 3760
-  - name: train
-    num_bytes: 6614929
-    num_examples: 25749
-  download_size: 355216681
-  dataset_size: 8494825
+  download_size: 2619121
+  dataset_size: 8494765
 - config_name: udpos.Finnish
   features:
   - name: tokens
@@ -3842,17 +4053,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 5613706
+    num_examples: 27198
   - name: validation
-    num_bytes: 656658
+    num_bytes: 656646
     num_examples: 3239
   - name: test
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+    num_bytes: 1025726
     num_examples: 4422
-  - name: train
-    num_bytes: 5613742
-    num_examples: 27198
-  download_size: 355216681
-  dataset_size: 7296138
+  download_size: 2503217
+  dataset_size: 7296078
 - config_name: udpos.French
   features:
   - name: tokens
@@ -3879,17 +4090,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 10118933
+    num_examples: 47308
   - name: validation
-    num_bytes: 1294108
+    num_bytes: 1294096
     num_examples: 5979
   - name: test
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+    num_bytes: 1731049
     num_examples: 9465
-  - name: train
-    num_bytes: 10118993
-    num_examples: 47308
-  download_size: 355216681
-  dataset_size: 13144162
+  download_size: 3378680
+  dataset_size: 13144078
 - config_name: udpos.German
   features:
   - name: tokens
@@ -3916,17 +4127,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 54773777
+    num_examples: 166849
   - name: validation
-    num_bytes: 6044862
+    num_bytes: 6044838
     num_examples: 19233
   - name: test
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+    num_bytes: 7345863
     num_examples: 22458
-  - name: train
-    num_bytes: 54773981
-    num_examples: 166849
-  download_size: 355216681
-  dataset_size: 68164742
+  download_size: 18623155
+  dataset_size: 68164478
 - config_name: udpos.Greek
   features:
   - name: tokens
@@ -3953,17 +4164,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 8932104
+    num_examples: 28152
   - name: validation
-    num_bytes: 1062459
+    num_bytes: 1062447
     num_examples: 2559
   - name: test
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+    num_bytes: 1028665
     num_examples: 2809
-  - name: train
-    num_bytes: 8932140
-    num_examples: 28152
-  download_size: 355216681
-  dataset_size: 11023276
+  download_size: 2763293
+  dataset_size: 11023216
 - config_name: udpos.Hebrew
   features:
   - name: tokens
@@ -3990,17 +4201,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 2505691
+    num_examples: 5241
   - name: validation
-    num_bytes: 210025
+    num_bytes: 210013
     num_examples: 484
   - name: test
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+    num_bytes: 223865
     num_examples: 491
-  - name: train
-    num_bytes: 2505703
-    num_examples: 5241
-  download_size: 355216681
-  dataset_size: 2939605
+  download_size: 624771
+  dataset_size: 2939569
 - config_name: udpos.Hindi
   features:
   - name: tokens
@@ -4027,17 +4238,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 6690250
+    num_examples: 13304
   - name: validation
-    num_bytes: 839714
+    num_bytes: 839702
     num_examples: 1659
   - name: test
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+    num_bytes: 1400225
     num_examples: 2684
-  - name: train
-    num_bytes: 6690274
-    num_examples: 13304
-  download_size: 355216681
-  dataset_size: 8930225
+  download_size: 1468314
+  dataset_size: 8930177
 - config_name: udpos.Hungarian
   features:
   - name: tokens
@@ -4064,17 +4275,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 372226
+    num_examples: 910
   - name: validation
-    num_bytes: 215891
+    num_bytes: 215879
     num_examples: 441
   - name: test
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+    num_bytes: 193728
     num_examples: 449
-  - name: train
-    num_bytes: 372238
-    num_examples: 910
-  download_size: 355216681
-  dataset_size: 781869
+  download_size: 251882
+  dataset_size: 781833
 - config_name: udpos.Indonesian
   features:
   - name: tokens
@@ -4101,17 +4312,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 1710678
+    num_examples: 4477
   - name: validation
-    num_bytes: 220875
+    num_bytes: 220863
     num_examples: 559
   - name: test
-    num_bytes: 557113
+    num_bytes: 557101
     num_examples: 1557
-  - name: train
-    num_bytes: 1710690
-    num_examples: 4477
-  download_size: 355216681
-  dataset_size: 2488678
+  download_size: 684225
+  dataset_size: 2488642
 - config_name: udpos.Italian
   features:
   - name: tokens
@@ -4138,17 +4349,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 11299293
+    num_examples: 29685
   - name: validation
-    num_bytes: 989008
+    num_bytes: 988996
     num_examples: 2278
   - name: test
-    num_bytes: 1337881
+    num_bytes: 1337869
     num_examples: 3518
-  - name: train
-    num_bytes: 11299329
-    num_examples: 29685
-  download_size: 355216681
-  dataset_size: 13626218
+  download_size: 3256246
+  dataset_size: 13626158
 - config_name: udpos.Japanese
   features:
   - name: tokens
@@ -4175,17 +4386,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 2792951
+    num_examples: 7125
   - name: validation
-    num_bytes: 200368
+    num_bytes: 200356
     num_examples: 511
   - name: test
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+    num_bytes: 928902
     num_examples: 2372
-  - name: train
-    num_bytes: 2792963
-    num_examples: 7125
-  download_size: 355216681
-  dataset_size: 3922245
+  download_size: 1012282
+  dataset_size: 3922209
 - config_name: udpos.Kazakh
   features:
   - name: tokens
@@ -4212,14 +4423,14 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
-  - name: test
-    num_bytes: 228936
-    num_examples: 1047
   - name: train
-    num_bytes: 11450
+    num_bytes: 11438
     num_examples: 31
-  download_size: 355216681
-  dataset_size: 240386
+  - name: test
+    num_bytes: 228924
+    num_examples: 1047
+  download_size: 76300
+  dataset_size: 240362
 - config_name: udpos.Korean
   features:
   - name: tokens
@@ -4246,54 +4457,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 7341267
+    num_examples: 27410
   - name: validation
-    num_bytes: 782599
+    num_bytes: 782587
     num_examples: 3016
   - name: test
-    num_bytes: 1162551
+    num_bytes: 1162539
     num_examples: 4276
-  - name: train
-    num_bytes: 7341303
-    num_examples: 27410
-  download_size: 355216681
-  dataset_size: 9286453
-- config_name: udpos.Chinese
-  features:
-  - name: tokens
-    sequence: string
-  - name: pos_tags
-    sequence:
-      class_label:
-        names:
-          '0': ADJ
-          '1': ADP
-          '2': ADV
-          '3': AUX
-          '4': CCONJ
-          '5': DET
-          '6': INTJ
-          '7': NOUN
-          '8': NUM
-          '9': PART
-          '10': PRON
-          '11': PROPN
-          '12': PUNCT
-          '13': SCONJ
-          '14': SYM
-          '15': VERB
-          '16': X
-  splits:
-  - name: validation
-    num_bytes: 594460
-    num_examples: 3038
-  - name: test
-    num_bytes: 1236063
-    num_examples: 5528
-  - name: train
-    num_bytes: 4218915
-    num_examples: 18998
-  download_size: 355216681
-  dataset_size: 6049438
+  download_size: 3115101
+  dataset_size: 9286393
 - config_name: udpos.Marathi
   features:
   - name: tokens
@@ -4320,17 +4494,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 59023
+    num_examples: 373
   - name: validation
-    num_bytes: 8509
+    num_bytes: 8497
     num_examples: 46
   - name: test
-    num_bytes: 7883
+    num_bytes: 7871
     num_examples: 47
-  - name: train
-    num_bytes: 59035
-    num_examples: 373
-  download_size: 355216681
-  dataset_size: 75427
+  download_size: 22133
+  dataset_size: 75391
 - config_name: udpos.Persian
   features:
   - name: tokens
@@ -4357,17 +4531,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 2400776
+    num_examples: 4798
   - name: validation
-    num_bytes: 317065
+    num_bytes: 317053
     num_examples: 599
   - name: test
-    num_bytes: 320695
+    num_bytes: 320683
     num_examples: 600
-  - name: train
-    num_bytes: 2400788
-    num_examples: 4798
-  download_size: 355216681
-  dataset_size: 3038548
+  download_size: 606912
+  dataset_size: 3038512
 - config_name: udpos.Portuguese
   features:
   - name: tokens
@@ -4394,17 +4568,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 7669556
+    num_examples: 17992
   - name: validation
-    num_bytes: 712409
+    num_bytes: 712397
     num_examples: 1770
   - name: test
-    num_bytes: 1082594
+    num_bytes: 1082582
     num_examples: 2681
-  - name: train
-    num_bytes: 7669580
-    num_examples: 17992
-  download_size: 355216681
-  dataset_size: 9464583
+  download_size: 2505672
+  dataset_size: 9464535
 - config_name: udpos.Russian
   features:
   - name: tokens
@@ -4431,17 +4605,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 24230098
+    num_examples: 67435
   - name: validation
-    num_bytes: 3457043
+    num_bytes: 3457031
     num_examples: 9960
   - name: test
-    num_bytes: 4236717
+    num_bytes: 4236693
     num_examples: 11336
-  - name: train
-    num_bytes: 24230182
-    num_examples: 67435
-  download_size: 355216681
-  dataset_size: 31923942
+  download_size: 8818512
+  dataset_size: 31923822
 - config_name: udpos.Spanish
   features:
   - name: tokens
@@ -4468,17 +4642,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 13858406
+    num_examples: 28492
   - name: validation
-    num_bytes: 1498777
+    num_bytes: 1498765
     num_examples: 3054
   - name: test
-    num_bytes: 1476512
+    num_bytes: 1476500
     num_examples: 3147
-  - name: train
-    num_bytes: 13858442
-    num_examples: 28492
-  download_size: 355216681
-  dataset_size: 16833731
+  download_size: 4347905
+  dataset_size: 16833671
 - config_name: udpos.Tagalog
   features:
   - name: tokens
@@ -4506,10 +4680,10 @@ dataset_info:
           '16': X
   splits:
   - name: test
-    num_bytes: 5165
+    num_bytes: 5153
     num_examples: 55
-  download_size: 355216681
-  dataset_size: 5165
+  download_size: 3345
+  dataset_size: 5153
 - config_name: udpos.Tamil
   features:
   - name: tokens
@@ -4536,17 +4710,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 202596
+    num_examples: 400
   - name: validation
-    num_bytes: 40043
+    num_bytes: 40031
     num_examples: 80
   - name: test
-    num_bytes: 62378
+    num_bytes: 62366
     num_examples: 120
-  - name: train
-    num_bytes: 202608
-    num_examples: 400
-  download_size: 355216681
-  dataset_size: 305029
+  download_size: 73764
+  dataset_size: 304993
 - config_name: udpos.Telugu
   features:
   - name: tokens
@@ -4573,17 +4747,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 138049
+    num_examples: 1051
   - name: validation
-    num_bytes: 18002
+    num_bytes: 17990
     num_examples: 131
   - name: test
-    num_bytes: 19587
+    num_bytes: 19575
     num_examples: 146
-  - name: train
-    num_bytes: 138061
-    num_examples: 1051
-  download_size: 355216681
-  dataset_size: 175650
+  download_size: 46045
+  dataset_size: 175614
 - config_name: udpos.Thai
   features:
   - name: tokens
@@ -4611,10 +4785,10 @@ dataset_info:
           '16': X
   splits:
   - name: test
-    num_bytes: 561348
+    num_bytes: 561336
     num_examples: 1000
-  download_size: 355216681
-  dataset_size: 561348
+  download_size: 92925
+  dataset_size: 561336
 - config_name: udpos.Turkish
   features:
   - name: tokens
@@ -4641,17 +4815,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 704405
+    num_examples: 3664
   - name: validation
-    num_bytes: 186467
+    num_bytes: 186455
     num_examples: 988
   - name: test
-    num_bytes: 827394
+    num_bytes: 827382
     num_examples: 4785
-  - name: train
-    num_bytes: 704417
-    num_examples: 3664
-  download_size: 355216681
-  dataset_size: 1718278
+  download_size: 581177
+  dataset_size: 1718242
 - config_name: udpos.Urdu
   features:
   - name: tokens
@@ -4678,17 +4852,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 2107362
+    num_examples: 4043
   - name: validation
-    num_bytes: 284273
+    num_bytes: 284261
     num_examples: 552
   - name: test
-    num_bytes: 288565
+    num_bytes: 288553
     num_examples: 535
-  - name: train
-    num_bytes: 2107374
-    num_examples: 4043
-  download_size: 355216681
-  dataset_size: 2680212
+  download_size: 499594
+  dataset_size: 2680176
 - config_name: udpos.Vietnamese
   features:
   - name: tokens
@@ -4715,17 +4889,17 @@ dataset_info:
           '15': VERB
           '16': X
   splits:
+  - name: train
+    num_bytes: 367335
+    num_examples: 1400
   - name: validation
-    num_bytes: 206200
+    num_bytes: 206188
     num_examples: 800
   - name: test
-    num_bytes: 214075
+    num_bytes: 214063
     num_examples: 800
-  - name: train
-    num_bytes: 367347
-    num_examples: 1400
-  download_size: 355216681
-  dataset_size: 787622
+  download_size: 181239
+  dataset_size: 787586
 - config_name: udpos.Yoruba
   features:
   - name: tokens
@@ -4753,184 +4927,1161 @@ dataset_info:
           '16': X
   splits:
   - name: test
-    num_bytes: 44668
+    num_bytes: 44656
     num_examples: 100
-  download_size: 355216681
-  dataset_size: 44668
-config_names:
-- MLQA.ar.ar
-- MLQA.ar.de
-- MLQA.ar.en
-- MLQA.ar.es
-- MLQA.ar.hi
-- MLQA.ar.vi
-- MLQA.ar.zh
-- MLQA.de.ar
-- MLQA.de.de
-- MLQA.de.en
-- MLQA.de.es
-- MLQA.de.hi
-- MLQA.de.vi
-- MLQA.de.zh
-- MLQA.en.ar
-- MLQA.en.de
-- MLQA.en.en
-- MLQA.en.es
-- MLQA.en.hi
-- MLQA.en.vi
-- MLQA.en.zh
-- MLQA.es.ar
-- MLQA.es.de
-- MLQA.es.en
-- MLQA.es.es
-- MLQA.es.hi
-- MLQA.es.vi
-- MLQA.es.zh
-- MLQA.hi.ar
-- MLQA.hi.de
-- MLQA.hi.en
-- MLQA.hi.es
-- MLQA.hi.hi
-- MLQA.hi.vi
-- MLQA.hi.zh
-- MLQA.vi.ar
-- MLQA.vi.de
-- MLQA.vi.en
-- MLQA.vi.es
-- MLQA.vi.hi
-- MLQA.vi.vi
-- MLQA.vi.zh
-- MLQA.zh.ar
-- MLQA.zh.de
-- MLQA.zh.en
-- MLQA.zh.es
-- MLQA.zh.hi
-- MLQA.zh.vi
-- MLQA.zh.zh
-- PAN-X.af
-- PAN-X.ar
-- PAN-X.bg
-- PAN-X.bn
-- PAN-X.de
-- PAN-X.el
-- PAN-X.en
-- PAN-X.es
-- PAN-X.et
-- PAN-X.eu
-- PAN-X.fa
-- PAN-X.fi
-- PAN-X.fr
-- PAN-X.he
-- PAN-X.hi
-- PAN-X.hu
-- PAN-X.id
-- PAN-X.it
-- PAN-X.ja
-- PAN-X.jv
-- PAN-X.ka
-- PAN-X.kk
-- PAN-X.ko
-- PAN-X.ml
-- PAN-X.mr
-- PAN-X.ms
-- PAN-X.my
-- PAN-X.nl
-- PAN-X.pt
-- PAN-X.ru
-- PAN-X.sw
-- PAN-X.ta
-- PAN-X.te
-- PAN-X.th
-- PAN-X.tl
-- PAN-X.tr
-- PAN-X.ur
-- PAN-X.vi
-- PAN-X.yo
-- PAN-X.zh
-- PAWS-X.de
-- PAWS-X.en
-- PAWS-X.es
-- PAWS-X.fr
-- PAWS-X.ja
-- PAWS-X.ko
-- PAWS-X.zh
-- SQuAD
-- XNLI
-- XQuAD
-- bucc18.de
-- bucc18.fr
-- bucc18.ru
-- bucc18.zh
-- tatoeba.afr
-- tatoeba.ara
-- tatoeba.ben
-- tatoeba.bul
-- tatoeba.cmn
-- tatoeba.deu
-- tatoeba.ell
-- tatoeba.est
-- tatoeba.eus
-- tatoeba.fin
-- tatoeba.fra
-- tatoeba.heb
-- tatoeba.hin
-- tatoeba.hun
-- tatoeba.ind
-- tatoeba.ita
-- tatoeba.jav
-- tatoeba.jpn
-- tatoeba.kat
-- tatoeba.kaz
-- tatoeba.kor
-- tatoeba.mal
-- tatoeba.mar
-- tatoeba.nld
-- tatoeba.pes
-- tatoeba.por
-- tatoeba.rus
-- tatoeba.spa
-- tatoeba.swh
-- tatoeba.tam
-- tatoeba.tel
-- tatoeba.tgl
-- tatoeba.tha
-- tatoeba.tur
-- tatoeba.urd
-- tatoeba.vie
-- tydiqa
-- udpos.Afrikans
-- udpos.Arabic
-- udpos.Basque
-- udpos.Bulgarian
-- udpos.Chinese
-- udpos.Dutch
-- udpos.English
-- udpos.Estonian
-- udpos.Finnish
-- udpos.French
-- udpos.German
-- udpos.Greek
-- udpos.Hebrew
-- udpos.Hindi
-- udpos.Hungarian
-- udpos.Indonesian
-- udpos.Italian
-- udpos.Japanese
-- udpos.Kazakh
-- udpos.Korean
-- udpos.Marathi
-- udpos.Persian
-- udpos.Portuguese
-- udpos.Russian
-- udpos.Spanish
-- udpos.Tagalog
-- udpos.Tamil
-- udpos.Telugu
-- udpos.Thai
-- udpos.Turkish
-- udpos.Urdu
-- udpos.Vietnamese
-- udpos.Yoruba
+  download_size: 10151
+  dataset_size: 44656
+configs:
+- config_name: MLQA.ar.ar
+  data_files:
+  - split: test
+    path: MLQA.ar.ar/test-*
+  - split: validation
+    path: MLQA.ar.ar/validation-*
+- config_name: MLQA.ar.de
+  data_files:
+  - split: test
+    path: MLQA.ar.de/test-*
+  - split: validation
+    path: MLQA.ar.de/validation-*
+- config_name: MLQA.ar.en
+  data_files:
+  - split: test
+    path: MLQA.ar.en/test-*
+  - split: validation
+    path: MLQA.ar.en/validation-*
+- config_name: MLQA.ar.es
+  data_files:
+  - split: test
+    path: MLQA.ar.es/test-*
+  - split: validation
+    path: MLQA.ar.es/validation-*
+- config_name: MLQA.ar.hi
+  data_files:
+  - split: test
+    path: MLQA.ar.hi/test-*
+  - split: validation
+    path: MLQA.ar.hi/validation-*
+- config_name: MLQA.ar.vi
+  data_files:
+  - split: test
+    path: MLQA.ar.vi/test-*
+  - split: validation
+    path: MLQA.ar.vi/validation-*
+- config_name: MLQA.ar.zh
+  data_files:
+  - split: test
+    path: MLQA.ar.zh/test-*
+  - split: validation
+    path: MLQA.ar.zh/validation-*
+- config_name: MLQA.de.ar
+  data_files:
+  - split: test
+    path: MLQA.de.ar/test-*
+  - split: validation
+    path: MLQA.de.ar/validation-*
+- config_name: MLQA.de.de
+  data_files:
+  - split: test
+    path: MLQA.de.de/test-*
+  - split: validation
+    path: MLQA.de.de/validation-*
+- config_name: MLQA.de.en
+  data_files:
+  - split: test
+    path: MLQA.de.en/test-*
+  - split: validation
+    path: MLQA.de.en/validation-*
+- config_name: MLQA.de.es
+  data_files:
+  - split: test
+    path: MLQA.de.es/test-*
+  - split: validation
+    path: MLQA.de.es/validation-*
+- config_name: MLQA.de.hi
+  data_files:
+  - split: test
+    path: MLQA.de.hi/test-*
+  - split: validation
+    path: MLQA.de.hi/validation-*
+- config_name: MLQA.de.vi
+  data_files:
+  - split: test
+    path: MLQA.de.vi/test-*
+  - split: validation
+    path: MLQA.de.vi/validation-*
+- config_name: MLQA.de.zh
+  data_files:
+  - split: test
+    path: MLQA.de.zh/test-*
+  - split: validation
+    path: MLQA.de.zh/validation-*
+- config_name: MLQA.en.ar
+  data_files:
+  - split: test
+    path: MLQA.en.ar/test-*
+  - split: validation
+    path: MLQA.en.ar/validation-*
+- config_name: MLQA.en.de
+  data_files:
+  - split: test
+    path: MLQA.en.de/test-*
+  - split: validation
+    path: MLQA.en.de/validation-*
+- config_name: MLQA.en.en
+  data_files:
+  - split: test
+    path: MLQA.en.en/test-*
+  - split: validation
+    path: MLQA.en.en/validation-*
+- config_name: MLQA.en.es
+  data_files:
+  - split: test
+    path: MLQA.en.es/test-*
+  - split: validation
+    path: MLQA.en.es/validation-*
+- config_name: MLQA.en.hi
+  data_files:
+  - split: test
+    path: MLQA.en.hi/test-*
+  - split: validation
+    path: MLQA.en.hi/validation-*
+- config_name: MLQA.en.vi
+  data_files:
+  - split: test
+    path: MLQA.en.vi/test-*
+  - split: validation
+    path: MLQA.en.vi/validation-*
+- config_name: MLQA.en.zh
+  data_files:
+  - split: test
+    path: MLQA.en.zh/test-*
+  - split: validation
+    path: MLQA.en.zh/validation-*
+- config_name: MLQA.es.ar
+  data_files:
+  - split: test
+    path: MLQA.es.ar/test-*
+  - split: validation
+    path: MLQA.es.ar/validation-*
+- config_name: MLQA.es.de
+  data_files:
+  - split: test
+    path: MLQA.es.de/test-*
+  - split: validation
+    path: MLQA.es.de/validation-*
+- config_name: MLQA.es.en
+  data_files:
+  - split: test
+    path: MLQA.es.en/test-*
+  - split: validation
+    path: MLQA.es.en/validation-*
+- config_name: MLQA.es.es
+  data_files:
+  - split: test
+    path: MLQA.es.es/test-*
+  - split: validation
+    path: MLQA.es.es/validation-*
+- config_name: MLQA.es.hi
+  data_files:
+  - split: test
+    path: MLQA.es.hi/test-*
+  - split: validation
+    path: MLQA.es.hi/validation-*
+- config_name: MLQA.es.vi
+  data_files:
+  - split: test
+    path: MLQA.es.vi/test-*
+  - split: validation
+    path: MLQA.es.vi/validation-*
+- config_name: MLQA.es.zh
+  data_files:
+  - split: test
+    path: MLQA.es.zh/test-*
+  - split: validation
+    path: MLQA.es.zh/validation-*
+- config_name: MLQA.hi.ar
+  data_files:
+  - split: test
+    path: MLQA.hi.ar/test-*
+  - split: validation
+    path: MLQA.hi.ar/validation-*
+- config_name: MLQA.hi.de
+  data_files:
+  - split: test
+    path: MLQA.hi.de/test-*
+  - split: validation
+    path: MLQA.hi.de/validation-*
+- config_name: MLQA.hi.en
+  data_files:
+  - split: test
+    path: MLQA.hi.en/test-*
+  - split: validation
+    path: MLQA.hi.en/validation-*
+- config_name: MLQA.hi.es
+  data_files:
+  - split: test
+    path: MLQA.hi.es/test-*
+  - split: validation
+    path: MLQA.hi.es/validation-*
+- config_name: MLQA.hi.hi
+  data_files:
+  - split: test
+    path: MLQA.hi.hi/test-*
+  - split: validation
+    path: MLQA.hi.hi/validation-*
+- config_name: MLQA.hi.vi
+  data_files:
+  - split: test
+    path: MLQA.hi.vi/test-*
+  - split: validation
+    path: MLQA.hi.vi/validation-*
+- config_name: MLQA.hi.zh
+  data_files:
+  - split: test
+    path: MLQA.hi.zh/test-*
+  - split: validation
+    path: MLQA.hi.zh/validation-*
+- config_name: MLQA.vi.ar
+  data_files:
+  - split: test
+    path: MLQA.vi.ar/test-*
+  - split: validation
+    path: MLQA.vi.ar/validation-*
+- config_name: MLQA.vi.de
+  data_files:
+  - split: test
+    path: MLQA.vi.de/test-*
+  - split: validation
+    path: MLQA.vi.de/validation-*
+- config_name: MLQA.vi.en
+  data_files:
+  - split: test
+    path: MLQA.vi.en/test-*
+  - split: validation
+    path: MLQA.vi.en/validation-*
+- config_name: MLQA.vi.es
+  data_files:
+  - split: test
+    path: MLQA.vi.es/test-*
+  - split: validation
+    path: MLQA.vi.es/validation-*
+- config_name: MLQA.vi.hi
+  data_files:
+  - split: test
+    path: MLQA.vi.hi/test-*
+  - split: validation
+    path: MLQA.vi.hi/validation-*
+- config_name: MLQA.vi.vi
+  data_files:
+  - split: test
+    path: MLQA.vi.vi/test-*
+  - split: validation
+    path: MLQA.vi.vi/validation-*
+- config_name: MLQA.vi.zh
+  data_files:
+  - split: test
+    path: MLQA.vi.zh/test-*
+  - split: validation
+    path: MLQA.vi.zh/validation-*
+- config_name: MLQA.zh.ar
+  data_files:
+  - split: test
+    path: MLQA.zh.ar/test-*
+  - split: validation
+    path: MLQA.zh.ar/validation-*
+- config_name: MLQA.zh.de
+  data_files:
+  - split: test
+    path: MLQA.zh.de/test-*
+  - split: validation
+    path: MLQA.zh.de/validation-*
+- config_name: MLQA.zh.en
+  data_files:
+  - split: test
+    path: MLQA.zh.en/test-*
+  - split: validation
+    path: MLQA.zh.en/validation-*
+- config_name: MLQA.zh.es
+  data_files:
+  - split: test
+    path: MLQA.zh.es/test-*
+  - split: validation
+    path: MLQA.zh.es/validation-*
+- config_name: MLQA.zh.hi
+  data_files:
+  - split: test
+    path: MLQA.zh.hi/test-*
+  - split: validation
+    path: MLQA.zh.hi/validation-*
+- config_name: MLQA.zh.vi
+  data_files:
+  - split: test
+    path: MLQA.zh.vi/test-*
+  - split: validation
+    path: MLQA.zh.vi/validation-*
+- config_name: MLQA.zh.zh
+  data_files:
+  - split: test
+    path: MLQA.zh.zh/test-*
+  - split: validation
+    path: MLQA.zh.zh/validation-*
+- config_name: PAN-X.af
+  data_files:
+  - split: train
+    path: PAN-X.af/train-*
+  - split: validation
+    path: PAN-X.af/validation-*
+  - split: test
+    path: PAN-X.af/test-*
+- config_name: PAN-X.ar
+  data_files:
+  - split: train
+    path: PAN-X.ar/train-*
+  - split: validation
+    path: PAN-X.ar/validation-*
+  - split: test
+    path: PAN-X.ar/test-*
+- config_name: PAN-X.bg
+  data_files:
+  - split: train
+    path: PAN-X.bg/train-*
+  - split: validation
+    path: PAN-X.bg/validation-*
+  - split: test
+    path: PAN-X.bg/test-*
+- config_name: PAN-X.bn
+  data_files:
+  - split: train
+    path: PAN-X.bn/train-*
+  - split: validation
+    path: PAN-X.bn/validation-*
+  - split: test
+    path: PAN-X.bn/test-*
+- config_name: PAN-X.de
+  data_files:
+  - split: train
+    path: PAN-X.de/train-*
+  - split: validation
+    path: PAN-X.de/validation-*
+  - split: test
+    path: PAN-X.de/test-*
+- config_name: PAN-X.el
+  data_files:
+  - split: train
+    path: PAN-X.el/train-*
+  - split: validation
+    path: PAN-X.el/validation-*
+  - split: test
+    path: PAN-X.el/test-*
+- config_name: PAN-X.en
+  data_files:
+  - split: train
+    path: PAN-X.en/train-*
+  - split: validation
+    path: PAN-X.en/validation-*
+  - split: test
+    path: PAN-X.en/test-*
+- config_name: PAN-X.es
+  data_files:
+  - split: train
+    path: PAN-X.es/train-*
+  - split: validation
+    path: PAN-X.es/validation-*
+  - split: test
+    path: PAN-X.es/test-*
+- config_name: PAN-X.et
+  data_files:
+  - split: train
+    path: PAN-X.et/train-*
+  - split: validation
+    path: PAN-X.et/validation-*
+  - split: test
+    path: PAN-X.et/test-*
+- config_name: PAN-X.eu
+  data_files:
+  - split: train
+    path: PAN-X.eu/train-*
+  - split: validation
+    path: PAN-X.eu/validation-*
+  - split: test
+    path: PAN-X.eu/test-*
+- config_name: PAN-X.fa
+  data_files:
+  - split: train
+    path: PAN-X.fa/train-*
+  - split: validation
+    path: PAN-X.fa/validation-*
+  - split: test
+    path: PAN-X.fa/test-*
+- config_name: PAN-X.fi
+  data_files:
+  - split: train
+    path: PAN-X.fi/train-*
+  - split: validation
+    path: PAN-X.fi/validation-*
+  - split: test
+    path: PAN-X.fi/test-*
+- config_name: PAN-X.fr
+  data_files:
+  - split: train
+    path: PAN-X.fr/train-*
+  - split: validation
+    path: PAN-X.fr/validation-*
+  - split: test
+    path: PAN-X.fr/test-*
+- config_name: PAN-X.he
+  data_files:
+  - split: train
+    path: PAN-X.he/train-*
+  - split: validation
+    path: PAN-X.he/validation-*
+  - split: test
+    path: PAN-X.he/test-*
+- config_name: PAN-X.hi
+  data_files:
+  - split: train
+    path: PAN-X.hi/train-*
+  - split: validation
+    path: PAN-X.hi/validation-*
+  - split: test
+    path: PAN-X.hi/test-*
+- config_name: PAN-X.hu
+  data_files:
+  - split: train
+    path: PAN-X.hu/train-*
+  - split: validation
+    path: PAN-X.hu/validation-*
+  - split: test
+    path: PAN-X.hu/test-*
+- config_name: PAN-X.id
+  data_files:
+  - split: train
+    path: PAN-X.id/train-*
+  - split: validation
+    path: PAN-X.id/validation-*
+  - split: test
+    path: PAN-X.id/test-*
+- config_name: PAN-X.it
+  data_files:
+  - split: train
+    path: PAN-X.it/train-*
+  - split: validation
+    path: PAN-X.it/validation-*
+  - split: test
+    path: PAN-X.it/test-*
+- config_name: PAN-X.ja
+  data_files:
+  - split: train
+    path: PAN-X.ja/train-*
+  - split: validation
+    path: PAN-X.ja/validation-*
+  - split: test
+    path: PAN-X.ja/test-*
+- config_name: PAN-X.jv
+  data_files:
+  - split: train
+    path: PAN-X.jv/train-*
+  - split: validation
+    path: PAN-X.jv/validation-*
+  - split: test
+    path: PAN-X.jv/test-*
+- config_name: PAN-X.ka
+  data_files:
+  - split: train
+    path: PAN-X.ka/train-*
+  - split: validation
+    path: PAN-X.ka/validation-*
+  - split: test
+    path: PAN-X.ka/test-*
+- config_name: PAN-X.kk
+  data_files:
+  - split: train
+    path: PAN-X.kk/train-*
+  - split: validation
+    path: PAN-X.kk/validation-*
+  - split: test
+    path: PAN-X.kk/test-*
+- config_name: PAN-X.ko
+  data_files:
+  - split: train
+    path: PAN-X.ko/train-*
+  - split: validation
+    path: PAN-X.ko/validation-*
+  - split: test
+    path: PAN-X.ko/test-*
+- config_name: PAN-X.ml
+  data_files:
+  - split: train
+    path: PAN-X.ml/train-*
+  - split: validation
+    path: PAN-X.ml/validation-*
+  - split: test
+    path: PAN-X.ml/test-*
+- config_name: PAN-X.mr
+  data_files:
+  - split: train
+    path: PAN-X.mr/train-*
+  - split: validation
+    path: PAN-X.mr/validation-*
+  - split: test
+    path: PAN-X.mr/test-*
+- config_name: PAN-X.ms
+  data_files:
+  - split: train
+    path: PAN-X.ms/train-*
+  - split: validation
+    path: PAN-X.ms/validation-*
+  - split: test
+    path: PAN-X.ms/test-*
+- config_name: PAN-X.my
+  data_files:
+  - split: train
+    path: PAN-X.my/train-*
+  - split: validation
+    path: PAN-X.my/validation-*
+  - split: test
+    path: PAN-X.my/test-*
+- config_name: PAN-X.nl
+  data_files:
+  - split: train
+    path: PAN-X.nl/train-*
+  - split: validation
+    path: PAN-X.nl/validation-*
+  - split: test
+    path: PAN-X.nl/test-*
+- config_name: PAN-X.pt
+  data_files:
+  - split: train
+    path: PAN-X.pt/train-*
+  - split: validation
+    path: PAN-X.pt/validation-*
+  - split: test
+    path: PAN-X.pt/test-*
+- config_name: PAN-X.ru
+  data_files:
+  - split: train
+    path: PAN-X.ru/train-*
+  - split: validation
+    path: PAN-X.ru/validation-*
+  - split: test
+    path: PAN-X.ru/test-*
+- config_name: PAN-X.sw
+  data_files:
+  - split: train
+    path: PAN-X.sw/train-*
+  - split: validation
+    path: PAN-X.sw/validation-*
+  - split: test
+    path: PAN-X.sw/test-*
+- config_name: PAN-X.ta
+  data_files:
+  - split: train
+    path: PAN-X.ta/train-*
+  - split: validation
+    path: PAN-X.ta/validation-*
+  - split: test
+    path: PAN-X.ta/test-*
+- config_name: PAN-X.te
+  data_files:
+  - split: train
+    path: PAN-X.te/train-*
+  - split: validation
+    path: PAN-X.te/validation-*
+  - split: test
+    path: PAN-X.te/test-*
+- config_name: PAN-X.th
+  data_files:
+  - split: train
+    path: PAN-X.th/train-*
+  - split: validation
+    path: PAN-X.th/validation-*
+  - split: test
+    path: PAN-X.th/test-*
+- config_name: PAN-X.tl
+  data_files:
+  - split: train
+    path: PAN-X.tl/train-*
+  - split: validation
+    path: PAN-X.tl/validation-*
+  - split: test
+    path: PAN-X.tl/test-*
+- config_name: PAN-X.tr
+  data_files:
+  - split: train
+    path: PAN-X.tr/train-*
+  - split: validation
+    path: PAN-X.tr/validation-*
+  - split: test
+    path: PAN-X.tr/test-*
+- config_name: PAN-X.ur
+  data_files:
+  - split: train
+    path: PAN-X.ur/train-*
+  - split: validation
+    path: PAN-X.ur/validation-*
+  - split: test
+    path: PAN-X.ur/test-*
+- config_name: PAN-X.vi
+  data_files:
+  - split: train
+    path: PAN-X.vi/train-*
+  - split: validation
+    path: PAN-X.vi/validation-*
+  - split: test
+    path: PAN-X.vi/test-*
+- config_name: PAN-X.yo
+  data_files:
+  - split: train
+    path: PAN-X.yo/train-*
+  - split: validation
+    path: PAN-X.yo/validation-*
+  - split: test
+    path: PAN-X.yo/test-*
+- config_name: PAN-X.zh
+  data_files:
+  - split: train
+    path: PAN-X.zh/train-*
+  - split: validation
+    path: PAN-X.zh/validation-*
+  - split: test
+    path: PAN-X.zh/test-*
+- config_name: PAWS-X.de
+  data_files:
+  - split: train
+    path: PAWS-X.de/train-*
+  - split: validation
+    path: PAWS-X.de/validation-*
+  - split: test
+    path: PAWS-X.de/test-*
+- config_name: PAWS-X.en
+  data_files:
+  - split: train
+    path: PAWS-X.en/train-*
+  - split: validation
+    path: PAWS-X.en/validation-*
+  - split: test
+    path: PAWS-X.en/test-*
+- config_name: PAWS-X.es
+  data_files:
+  - split: train
+    path: PAWS-X.es/train-*
+  - split: validation
+    path: PAWS-X.es/validation-*
+  - split: test
+    path: PAWS-X.es/test-*
+- config_name: PAWS-X.fr
+  data_files:
+  - split: train
+    path: PAWS-X.fr/train-*
+  - split: validation
+    path: PAWS-X.fr/validation-*
+  - split: test
+    path: PAWS-X.fr/test-*
+- config_name: PAWS-X.ja
+  data_files:
+  - split: train
+    path: PAWS-X.ja/train-*
+  - split: validation
+    path: PAWS-X.ja/validation-*
+  - split: test
+    path: PAWS-X.ja/test-*
+- config_name: PAWS-X.ko
+  data_files:
+  - split: train
+    path: PAWS-X.ko/train-*
+  - split: validation
+    path: PAWS-X.ko/validation-*
+  - split: test
+    path: PAWS-X.ko/test-*
+- config_name: PAWS-X.zh
+  data_files:
+  - split: train
+    path: PAWS-X.zh/train-*
+  - split: validation
+    path: PAWS-X.zh/validation-*
+  - split: test
+    path: PAWS-X.zh/test-*
+- config_name: SQuAD
+  data_files:
+  - split: train
+    path: SQuAD/train-*
+  - split: validation
+    path: SQuAD/validation-*
+- config_name: XNLI
+  data_files:
+  - split: test
+    path: XNLI/test-*
+  - split: validation
+    path: XNLI/validation-*
+- config_name: XQuAD.ar
+  data_files:
+  - split: validation
+    path: XQuAD.ar/validation-*
+- config_name: XQuAD.de
+  data_files:
+  - split: validation
+    path: XQuAD.de/validation-*
+- config_name: XQuAD.el
+  data_files:
+  - split: validation
+    path: XQuAD.el/validation-*
+- config_name: XQuAD.en
+  data_files:
+  - split: validation
+    path: XQuAD.en/validation-*
+- config_name: XQuAD.es
+  data_files:
+  - split: validation
+    path: XQuAD.es/validation-*
+- config_name: XQuAD.hi
+  data_files:
+  - split: validation
+    path: XQuAD.hi/validation-*
+- config_name: XQuAD.ru
+  data_files:
+  - split: validation
+    path: XQuAD.ru/validation-*
+- config_name: XQuAD.th
+  data_files:
+  - split: validation
+    path: XQuAD.th/validation-*
+- config_name: XQuAD.tr
+  data_files:
+  - split: validation
+    path: XQuAD.tr/validation-*
+- config_name: XQuAD.vi
+  data_files:
+  - split: validation
+    path: XQuAD.vi/validation-*
+- config_name: XQuAD.zh
+  data_files:
+  - split: validation
+    path: XQuAD.zh/validation-*
+- config_name: bucc18.de
+  data_files:
+  - split: validation
+    path: bucc18.de/validation-*
+  - split: test
+    path: bucc18.de/test-*
+- config_name: bucc18.fr
+  data_files:
+  - split: validation
+    path: bucc18.fr/validation-*
+  - split: test
+    path: bucc18.fr/test-*
+- config_name: bucc18.ru
+  data_files:
+  - split: validation
+    path: bucc18.ru/validation-*
+  - split: test
+    path: bucc18.ru/test-*
+- config_name: bucc18.zh
+  data_files:
+  - split: validation
+    path: bucc18.zh/validation-*
+  - split: test
+    path: bucc18.zh/test-*
+- config_name: tatoeba.afr
+  data_files:
+  - split: validation
+    path: tatoeba.afr/validation-*
+- config_name: tatoeba.ara
+  data_files:
+  - split: validation
+    path: tatoeba.ara/validation-*
+- config_name: tatoeba.ben
+  data_files:
+  - split: validation
+    path: tatoeba.ben/validation-*
+- config_name: tatoeba.bul
+  data_files:
+  - split: validation
+    path: tatoeba.bul/validation-*
+- config_name: tatoeba.cmn
+  data_files:
+  - split: validation
+    path: tatoeba.cmn/validation-*
+- config_name: tatoeba.deu
+  data_files:
+  - split: validation
+    path: tatoeba.deu/validation-*
+- config_name: tatoeba.ell
+  data_files:
+  - split: validation
+    path: tatoeba.ell/validation-*
+- config_name: tatoeba.est
+  data_files:
+  - split: validation
+    path: tatoeba.est/validation-*
+- config_name: tatoeba.eus
+  data_files:
+  - split: validation
+    path: tatoeba.eus/validation-*
+- config_name: tatoeba.fin
+  data_files:
+  - split: validation
+    path: tatoeba.fin/validation-*
+- config_name: tatoeba.fra
+  data_files:
+  - split: validation
+    path: tatoeba.fra/validation-*
+- config_name: tatoeba.heb
+  data_files:
+  - split: validation
+    path: tatoeba.heb/validation-*
+- config_name: tatoeba.hin
+  data_files:
+  - split: validation
+    path: tatoeba.hin/validation-*
+- config_name: tatoeba.hun
+  data_files:
+  - split: validation
+    path: tatoeba.hun/validation-*
+- config_name: tatoeba.ind
+  data_files:
+  - split: validation
+    path: tatoeba.ind/validation-*
+- config_name: tatoeba.ita
+  data_files:
+  - split: validation
+    path: tatoeba.ita/validation-*
+- config_name: tatoeba.jav
+  data_files:
+  - split: validation
+    path: tatoeba.jav/validation-*
+- config_name: tatoeba.jpn
+  data_files:
+  - split: validation
+    path: tatoeba.jpn/validation-*
+- config_name: tatoeba.kat
+  data_files:
+  - split: validation
+    path: tatoeba.kat/validation-*
+- config_name: tatoeba.kaz
+  data_files:
+  - split: validation
+    path: tatoeba.kaz/validation-*
+- config_name: tatoeba.kor
+  data_files:
+  - split: validation
+    path: tatoeba.kor/validation-*
+- config_name: tatoeba.mal
+  data_files:
+  - split: validation
+    path: tatoeba.mal/validation-*
+- config_name: tatoeba.mar
+  data_files:
+  - split: validation
+    path: tatoeba.mar/validation-*
+- config_name: tatoeba.nld
+  data_files:
+  - split: validation
+    path: tatoeba.nld/validation-*
+- config_name: tatoeba.pes
+  data_files:
+  - split: validation
+    path: tatoeba.pes/validation-*
+- config_name: tatoeba.por
+  data_files:
+  - split: validation
+    path: tatoeba.por/validation-*
+- config_name: tatoeba.rus
+  data_files:
+  - split: validation
+    path: tatoeba.rus/validation-*
+- config_name: tatoeba.spa
+  data_files:
+  - split: validation
+    path: tatoeba.spa/validation-*
+- config_name: tatoeba.swh
+  data_files:
+  - split: validation
+    path: tatoeba.swh/validation-*
+- config_name: tatoeba.tam
+  data_files:
+  - split: validation
+    path: tatoeba.tam/validation-*
+- config_name: tatoeba.tel
+  data_files:
+  - split: validation
+    path: tatoeba.tel/validation-*
+- config_name: tatoeba.tgl
+  data_files:
+  - split: validation
+    path: tatoeba.tgl/validation-*
+- config_name: tatoeba.tha
+  data_files:
+  - split: validation
+    path: tatoeba.tha/validation-*
+- config_name: tatoeba.tur
+  data_files:
+  - split: validation
+    path: tatoeba.tur/validation-*
+- config_name: tatoeba.urd
+  data_files:
+  - split: validation
+    path: tatoeba.urd/validation-*
+- config_name: tatoeba.vie
+  data_files:
+  - split: validation
+    path: tatoeba.vie/validation-*
+- config_name: tydiqa
+  data_files:
+  - split: train
+    path: tydiqa/train-*
+  - split: validation
+    path: tydiqa/validation-*
+- config_name: udpos.Afrikaans
+  data_files:
+  - split: train
+    path: udpos.Afrikaans/train-*
+  - split: validation
+    path: udpos.Afrikaans/validation-*
+  - split: test
+    path: udpos.Afrikaans/test-*
+- config_name: udpos.Arabic
+  data_files:
+  - split: train
+    path: udpos.Arabic/train-*
+  - split: validation
+    path: udpos.Arabic/validation-*
+  - split: test
+    path: udpos.Arabic/test-*
+- config_name: udpos.Basque
+  data_files:
+  - split: train
+    path: udpos.Basque/train-*
+  - split: validation
+    path: udpos.Basque/validation-*
+  - split: test
+    path: udpos.Basque/test-*
+- config_name: udpos.Bulgarian
+  data_files:
+  - split: train
+    path: udpos.Bulgarian/train-*
+  - split: validation
+    path: udpos.Bulgarian/validation-*
+  - split: test
+    path: udpos.Bulgarian/test-*
+- config_name: udpos.Chinese
+  data_files:
+  - split: train
+    path: udpos.Chinese/train-*
+  - split: validation
+    path: udpos.Chinese/validation-*
+  - split: test
+    path: udpos.Chinese/test-*
+- config_name: udpos.Dutch
+  data_files:
+  - split: train
+    path: udpos.Dutch/train-*
+  - split: validation
+    path: udpos.Dutch/validation-*
+  - split: test
+    path: udpos.Dutch/test-*
+- config_name: udpos.English
+  data_files:
+  - split: train
+    path: udpos.English/train-*
+  - split: validation
+    path: udpos.English/validation-*
+  - split: test
+    path: udpos.English/test-*
+- config_name: udpos.Estonian
+  data_files:
+  - split: train
+    path: udpos.Estonian/train-*
+  - split: validation
+    path: udpos.Estonian/validation-*
+  - split: test
+    path: udpos.Estonian/test-*
+- config_name: udpos.Finnish
+  data_files:
+  - split: train
+    path: udpos.Finnish/train-*
+  - split: validation
+    path: udpos.Finnish/validation-*
+  - split: test
+    path: udpos.Finnish/test-*
+- config_name: udpos.French
+  data_files:
+  - split: train
+    path: udpos.French/train-*
+  - split: validation
+    path: udpos.French/validation-*
+  - split: test
+    path: udpos.French/test-*
+- config_name: udpos.German
+  data_files:
+  - split: train
+    path: udpos.German/train-*
+  - split: validation
+    path: udpos.German/validation-*
+  - split: test
+    path: udpos.German/test-*
+- config_name: udpos.Greek
+  data_files:
+  - split: train
+    path: udpos.Greek/train-*
+  - split: validation
+    path: udpos.Greek/validation-*
+  - split: test
+    path: udpos.Greek/test-*
+- config_name: udpos.Hebrew
+  data_files:
+  - split: train
+    path: udpos.Hebrew/train-*
+  - split: validation
+    path: udpos.Hebrew/validation-*
+  - split: test
+    path: udpos.Hebrew/test-*
+- config_name: udpos.Hindi
+  data_files:
+  - split: train
+    path: udpos.Hindi/train-*
+  - split: validation
+    path: udpos.Hindi/validation-*
+  - split: test
+    path: udpos.Hindi/test-*
+- config_name: udpos.Hungarian
+  data_files:
+  - split: train
+    path: udpos.Hungarian/train-*
+  - split: validation
+    path: udpos.Hungarian/validation-*
+  - split: test
+    path: udpos.Hungarian/test-*
+- config_name: udpos.Indonesian
+  data_files:
+  - split: train
+    path: udpos.Indonesian/train-*
+  - split: validation
+    path: udpos.Indonesian/validation-*
+  - split: test
+    path: udpos.Indonesian/test-*
+- config_name: udpos.Italian
+  data_files:
+  - split: train
+    path: udpos.Italian/train-*
+  - split: validation
+    path: udpos.Italian/validation-*
+  - split: test
+    path: udpos.Italian/test-*
+- config_name: udpos.Japanese
+  data_files:
+  - split: train
+    path: udpos.Japanese/train-*
+  - split: validation
+    path: udpos.Japanese/validation-*
+  - split: test
+    path: udpos.Japanese/test-*
+- config_name: udpos.Kazakh
+  data_files:
+  - split: train
+    path: udpos.Kazakh/train-*
+  - split: test
+    path: udpos.Kazakh/test-*
+- config_name: udpos.Korean
+  data_files:
+  - split: train
+    path: udpos.Korean/train-*
+  - split: validation
+    path: udpos.Korean/validation-*
+  - split: test
+    path: udpos.Korean/test-*
+- config_name: udpos.Marathi
+  data_files:
+  - split: train
+    path: udpos.Marathi/train-*
+  - split: validation
+    path: udpos.Marathi/validation-*
+  - split: test
+    path: udpos.Marathi/test-*
+- config_name: udpos.Persian
+  data_files:
+  - split: train
+    path: udpos.Persian/train-*
+  - split: validation
+    path: udpos.Persian/validation-*
+  - split: test
+    path: udpos.Persian/test-*
+- config_name: udpos.Portuguese
+  data_files:
+  - split: train
+    path: udpos.Portuguese/train-*
+  - split: validation
+    path: udpos.Portuguese/validation-*
+  - split: test
+    path: udpos.Portuguese/test-*
+- config_name: udpos.Russian
+  data_files:
+  - split: train
+    path: udpos.Russian/train-*
+  - split: validation
+    path: udpos.Russian/validation-*
+  - split: test
+    path: udpos.Russian/test-*
+- config_name: udpos.Spanish
+  data_files:
+  - split: train
+    path: udpos.Spanish/train-*
+  - split: validation
+    path: udpos.Spanish/validation-*
+  - split: test
+    path: udpos.Spanish/test-*
+- config_name: udpos.Tagalog
+  data_files:
+  - split: test
+    path: udpos.Tagalog/test-*
+- config_name: udpos.Tamil
+  data_files:
+  - split: train
+    path: udpos.Tamil/train-*
+  - split: validation
+    path: udpos.Tamil/validation-*
+  - split: test
+    path: udpos.Tamil/test-*
+- config_name: udpos.Telugu
+  data_files:
+  - split: train
+    path: udpos.Telugu/train-*
+  - split: validation
+    path: udpos.Telugu/validation-*
+  - split: test
+    path: udpos.Telugu/test-*
+- config_name: udpos.Thai
+  data_files:
+  - split: test
+    path: udpos.Thai/test-*
+- config_name: udpos.Turkish
+  data_files:
+  - split: train
+    path: udpos.Turkish/train-*
+  - split: validation
+    path: udpos.Turkish/validation-*
+  - split: test
+    path: udpos.Turkish/test-*
+- config_name: udpos.Urdu
+  data_files:
+  - split: train
+    path: udpos.Urdu/train-*
+  - split: validation
+    path: udpos.Urdu/validation-*
+  - split: test
+    path: udpos.Urdu/test-*
+- config_name: udpos.Vietnamese
+  data_files:
+  - split: train
+    path: udpos.Vietnamese/train-*
+  - split: validation
+    path: udpos.Vietnamese/validation-*
+  - split: test
+    path: udpos.Vietnamese/test-*
+- config_name: udpos.Yoruba
+  data_files:
+  - split: test
+    path: udpos.Yoruba/test-*
 ---
 
 # Dataset Card for "xtreme"
diff --git a/SQuAD/train-00000-of-00001.parquet b/SQuAD/train-00000-of-00001.parquet
new file mode 100644
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+++ b/SQuAD/train-00000-of-00001.parquet
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+version https://git-lfs.github.com/spec/v1
+oid sha256:19672e8619417c5c1c14b3b5364baf61d982a60248c4fa713b850cd3414d5b29
+size 14453979
diff --git a/SQuAD/validation-00000-of-00001.parquet b/SQuAD/validation-00000-of-00001.parquet
new file mode 100644
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+++ b/SQuAD/validation-00000-of-00001.parquet
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+oid sha256:6e08fffdb70075f85c1cdbbf2be2589af4a6958ad0924d2849ad474ea0db6d48
+size 1818677
diff --git a/XNLI/test-00000-of-00001.parquet b/XNLI/test-00000-of-00001.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b408cc7677261a95caab25764a8d0f9d141d03c2
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+++ b/XNLI/test-00000-of-00001.parquet
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+oid sha256:5c0d8d6fddb7efeba51d89d8fb81c93ee79e2547ecc6b7d92833f563a3ce8809
+size 5908398
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new file mode 100644
index 0000000000000000000000000000000000000000..892cc2a15d0d354370508892e10ea7ca14db8249
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+++ b/XNLI/validation-00000-of-00001.parquet
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+oid sha256:8bde49b947eae1341b88197a2d62d1a1437e8a263d8e7c404f7d1711a98a2bd6
+size 2973225
diff --git a/XQuAD.ar/validation-00000-of-00001.parquet b/XQuAD.ar/validation-00000-of-00001.parquet
new file mode 100644
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+oid sha256:1f7e1c101c7b82266db837cad87bc6d5aa652fbb46a8d68b3d9c470aa453b1d5
+size 263032
diff --git a/XQuAD.de/validation-00000-of-00001.parquet b/XQuAD.de/validation-00000-of-00001.parquet
new file mode 100644
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+size 241987
diff --git a/XQuAD.el/validation-00000-of-00001.parquet b/XQuAD.el/validation-00000-of-00001.parquet
new file mode 100644
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+oid sha256:76132f89d76bc4ac40a0022577cbc075310b00a40197d862f64360c362a4b433
+size 324409
diff --git a/XQuAD.en/validation-00000-of-00001.parquet b/XQuAD.en/validation-00000-of-00001.parquet
new file mode 100644
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+size 212402
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+oid sha256:15616d6bc38492d66499837e858b2d1b80ce8ecfbfcb22406686cf86147428d3
+size 236904
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+oid sha256:da6529634c829c4d56e8a468c45695da743c9ce782022af3130622234e774863
+size 322113
diff --git a/XQuAD.ru/validation-00000-of-00001.parquet b/XQuAD.ru/validation-00000-of-00001.parquet
new file mode 100644
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+oid sha256:e3141314d8a8e3c409731b174ccfdfb50ce06c1e6ef5386a1df07bd17684d135
+size 321758
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diff --git a/xtreme.py b/xtreme.py
deleted file mode 100644
index 6a16fff932ccbca2c0c6cd95c9f074cbb21c218d..0000000000000000000000000000000000000000
--- a/xtreme.py
+++ /dev/null
@@ -1,940 +0,0 @@
-"""TODO(xtreme): Add a description here."""
-
-
-import csv
-import json
-import os
-import textwrap
-
-import datasets
-
-
-# TODO(xtreme): BibTeX citation
-_CITATION = """\
-@article{hu2020xtreme,
-      author    = {Junjie Hu and Sebastian Ruder and Aditya Siddhant and Graham Neubig and Orhan Firat and Melvin Johnson},
-      title     = {XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization},
-      journal   = {CoRR},
-      volume    = {abs/2003.11080},
-      year      = {2020},
-      archivePrefix = {arXiv},
-      eprint    = {2003.11080}
-}
-"""
-
-# TODO(xtrem):
-_DESCRIPTION = """\
-The Cross-lingual TRansfer Evaluation of Multilingual Encoders (XTREME) benchmark is a benchmark for the evaluation of
-the cross-lingual generalization ability of pre-trained multilingual models. It covers 40 typologically diverse languages
-(spanning 12 language families) and includes nine tasks that collectively require reasoning about different levels of
-syntax and semantics. The languages in XTREME are selected to maximize language diversity, coverage in existing tasks,
-and availability of training data. Among these are many under-studied languages, such as the Dravidian languages Tamil
-(spoken in southern India, Sri Lanka, and Singapore), Telugu and Malayalam (spoken mainly in southern India), and the
-Niger-Congo languages Swahili and Yoruba, spoken in Africa.
-"""
-_MLQA_LANG = ["ar", "de", "vi", "zh", "en", "es", "hi"]
-_XQUAD_LANG = ["ar", "de", "vi", "zh", "en", "es", "hi", "el", "ru", "th", "tr"]
-_PAWSX_LANG = ["de", "en", "es", "fr", "ja", "ko", "zh"]
-_BUCC_LANG = ["de", "fr", "zh", "ru"]
-_TATOEBA_LANG = [
-    "afr",
-    "ara",
-    "ben",
-    "bul",
-    "deu",
-    "cmn",
-    "ell",
-    "est",
-    "eus",
-    "fin",
-    "fra",
-    "heb",
-    "hin",
-    "hun",
-    "ind",
-    "ita",
-    "jav",
-    "jpn",
-    "kat",
-    "kaz",
-    "kor",
-    "mal",
-    "mar",
-    "nld",
-    "pes",
-    "por",
-    "rus",
-    "spa",
-    "swh",
-    "tam",
-    "tel",
-    "tgl",
-    "tha",
-    "tur",
-    "urd",
-    "vie",
-]
-
-_UD_POS_LANG = [
-    "Afrikaans",
-    "Arabic",
-    "Basque",
-    "Bulgarian",
-    "Dutch",
-    "English",
-    "Estonian",
-    "Finnish",
-    "French",
-    "German",
-    "Greek",
-    "Hebrew",
-    "Hindi",
-    "Hungarian",
-    "Indonesian",
-    "Italian",
-    "Japanese",
-    "Kazakh",
-    "Korean",
-    "Chinese",
-    "Marathi",
-    "Persian",
-    "Portuguese",
-    "Russian",
-    "Spanish",
-    "Tagalog",
-    "Tamil",
-    "Telugu",
-    "Thai",
-    "Turkish",
-    "Urdu",
-    "Vietnamese",
-    "Yoruba",
-]
-_PAN_X_LANG = [
-    "af",
-    "ar",
-    "bg",
-    "bn",
-    "de",
-    "el",
-    "en",
-    "es",
-    "et",
-    "eu",
-    "fa",
-    "fi",
-    "fr",
-    "he",
-    "hi",
-    "hu",
-    "id",
-    "it",
-    "ja",
-    "jv",
-    "ka",
-    "kk",
-    "ko",
-    "ml",
-    "mr",
-    "ms",
-    "my",
-    "nl",
-    "pt",
-    "ru",
-    "sw",
-    "ta",
-    "te",
-    "th",
-    "tl",
-    "tr",
-    "ur",
-    "vi",
-    "yo",
-    "zh",
-]
-
-_NAMES = ["XNLI", "tydiqa", "SQuAD"]
-for lang in _PAN_X_LANG:
-    _NAMES.append(f"PAN-X.{lang}")
-for lang1 in _MLQA_LANG:
-    for lang2 in _MLQA_LANG:
-        _NAMES.append(f"MLQA.{lang1}.{lang2}")
-for lang in _XQUAD_LANG:
-    _NAMES.append(f"XQuAD.{lang}")
-for lang in _BUCC_LANG:
-    _NAMES.append(f"bucc18.{lang}")
-for lang in _PAWSX_LANG:
-    _NAMES.append(f"PAWS-X.{lang}")
-for lang in _TATOEBA_LANG:
-    _NAMES.append(f"tatoeba.{lang}")
-for lang in _UD_POS_LANG:
-    _NAMES.append(f"udpos.{lang}")
-
-_DESCRIPTIONS = {
-    "tydiqa": textwrap.dedent(
-        """Gold passage task (GoldP): Given a passage that is guaranteed to contain the
-             answer, predict the single contiguous span of characters that answers the question. This is more similar to
-             existing reading comprehension datasets (as opposed to the information-seeking task outlined above).
-             This task is constructed with two goals in mind: (1) more directly comparing with prior work and (2) providing
-             a simplified way for researchers to use TyDi QA by providing compatibility with existing code for SQuAD 1.1,
-             XQuAD, and MLQA. Toward these goals, the gold passage task differs from the primary task in several ways:
-             only the gold answer passage is provided rather than the entire Wikipedia article;
-             unanswerable questions have been discarded, similar to MLQA and XQuAD;
-             we evaluate with the SQuAD 1.1 metrics like XQuAD; and
-            Thai and Japanese are removed since the lack of whitespace breaks some tools.
-             """
-    ),
-    "XNLI": textwrap.dedent(
-        """
-          The Cross-lingual Natural Language Inference (XNLI) corpus is a crowd-sourced collection of 5,000 test and
-          2,500 dev pairs for the MultiNLI corpus. The pairs are annotated with textual entailment and translated into
-          14 languages: French, Spanish, German, Greek, Bulgarian, Russian, Turkish, Arabic, Vietnamese, Thai, Chinese,
-          Hindi, Swahili and Urdu. This results in 112.5k annotated pairs. Each premise can be associated with the
-          corresponding hypothesis in the 15 languages, summing up to more than 1.5M combinations. The corpus is made to
-          evaluate how to perform inference in any language (including low-resources ones like Swahili or Urdu) when only
-          English NLI data is available at training time. One solution is cross-lingual sentence encoding, for which XNLI
-          is an evaluation benchmark."""
-    ),
-    "PAWS-X": textwrap.dedent(
-        """
-          This dataset contains 23,659 human translated PAWS evaluation pairs and 296,406 machine translated training
-          pairs in six typologically distinct languages: French, Spanish, German, Chinese, Japanese, and Korean. All
-          translated pairs are sourced from examples in PAWS-Wiki."""
-    ),
-    "XQuAD": textwrap.dedent(
-        """\
-          XQuAD (Cross-lingual Question Answering Dataset) is a benchmark dataset for evaluating cross-lingual question
-          answering performance. The dataset consists of a subset of 240 paragraphs and 1190 question-answer pairs from
-          the development set of SQuAD v1.1 (Rajpurkar et al., 2016) together with their professional translations into
-          ten languages: Spanish, German, Greek, Russian, Turkish, Arabic, Vietnamese, Thai, Chinese, and Hindi. Consequently,
-          the dataset is entirely parallel across 11 languages."""
-    ),
-    "MLQA": textwrap.dedent(
-        """\
-          MLQA (MultiLingual Question Answering) is a benchmark dataset for evaluating cross-lingual question answering performance.
-    MLQA consists of over 5K extractive QA instances (12K in English) in SQuAD format in seven languages - English, Arabic,
-    German, Spanish, Hindi, Vietnamese and Simplified Chinese. MLQA is highly parallel, with QA instances parallel between
-    4 different languages on average."""
-    ),
-    "tatoeba": textwrap.dedent(
-        """\
-          his data is extracted from the Tatoeba corpus, dated Saturday 2018/11/17.
-          For each languages, we have selected 1000 English sentences and their translations, if available. Please check
-          this paper for a description of the languages, their families and scripts as well as baseline results.
-          Please note that the English sentences are not identical for all language pairs. This means that the results are
-          not directly comparable across languages. In particular, the sentences tend to have less variety for several
-          low-resource languages, e.g. "Tom needed water", "Tom needs water", "Tom is getting water", ...
-                    """
-    ),
-    "bucc18": textwrap.dedent(
-        """Building and Using Comparable Corpora
-          """
-    ),
-    "udpos": textwrap.dedent(
-        """\
-    Universal Dependencies (UD) is a framework for consistent annotation of grammar (parts of speech, morphological
-    features, and syntactic dependencies) across different human languages. UD is an open community effort with over 200
-    contributors producing more than 100 treebanks in over 70 languages. If you’re new to UD, you should start by reading
-    the first part of the Short Introduction and then browsing the annotation guidelines.
-    """
-    ),
-    "SQuAD": textwrap.dedent(
-        """\
-    Stanford Question Answering Dataset (SQuAD) is a reading comprehension \
-    dataset, consisting of questions posed by crowdworkers on a set of Wikipedia \
-    articles, where the answer to every question is a segment of text, or span, \
-    from the corresponding reading passage, or the question might be unanswerable."""
-    ),
-    "PAN-X": textwrap.dedent(
-        """\
-    The WikiANN dataset (Pan et al. 2017) is a dataset with NER annotations for PER, ORG and LOC. It has been
-    constructed using the linked entities in Wikipedia pages for 282 different languages including Danish. The dataset
-    can be loaded with the DaNLP package:"""
-    ),
-}
-_CITATIONS = {
-    "tydiqa": textwrap.dedent(
-        (
-            """\
-            @article{tydiqa,
-              title   = {TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages},
-              author  = {Jonathan H. Clark and Eunsol Choi and Michael Collins and Dan Garrette and Tom Kwiatkowski and Vitaly Nikolaev and Jennimaria Palomaki}
-              year    = {2020},
-              journal = {Transactions of the Association for Computational Linguistics}
-              }"""
-        )
-    ),
-    "XNLI": textwrap.dedent(
-        """\
-          @InProceedings{conneau2018xnli,
-          author = {Conneau, Alexis
-                         and Rinott, Ruty
-                         and Lample, Guillaume
-                         and Williams, Adina
-                         and Bowman, Samuel R.
-                         and Schwenk, Holger
-                         and Stoyanov, Veselin},
-          title = {XNLI: Evaluating Cross-lingual Sentence Representations},
-          booktitle = {Proceedings of the 2018 Conference on Empirical Methods
-                       in Natural Language Processing},
-          year = {2018},
-          publisher = {Association for Computational Linguistics},
-          location = {Brussels, Belgium},
-        }"""
-    ),
-    "XQuAD": textwrap.dedent(
-        """
-          @article{Artetxe:etal:2019,
-              author    = {Mikel Artetxe and Sebastian Ruder and Dani Yogatama},
-              title     = {On the cross-lingual transferability of monolingual representations},
-              journal   = {CoRR},
-              volume    = {abs/1910.11856},
-              year      = {2019},
-              archivePrefix = {arXiv},
-              eprint    = {1910.11856}
-        }
-        """
-    ),
-    "MLQA": textwrap.dedent(
-        """\
-          @article{lewis2019mlqa,
-          title={MLQA: Evaluating Cross-lingual Extractive Question Answering},
-          author={Lewis, Patrick and Oguz, Barlas and Rinott, Ruty and Riedel, Sebastian and Schwenk, Holger},
-          journal={arXiv preprint arXiv:1910.07475},
-          year={2019}"""
-    ),
-    "PAWS-X": textwrap.dedent(
-        """\
-          @InProceedings{pawsx2019emnlp,
-          title = {{PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification}},
-          author = {Yang, Yinfei and Zhang, Yuan and Tar, Chris and Baldridge, Jason},
-          booktitle = {Proc. of EMNLP},
-          year = {2019}
-        }"""
-    ),
-    "tatoeba": textwrap.dedent(
-        """\
-                    @article{tatoeba,
-            title={Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond},
-            author={Mikel, Artetxe and Holger, Schwenk,},
-            journal={arXiv:1812.10464v2},
-            year={2018}
-          }"""
-    ),
-    "bucc18": textwrap.dedent(""""""),
-    "udpos": textwrap.dedent(""""""),
-    "SQuAD": textwrap.dedent(
-        """\
-        @article{2016arXiv160605250R,
-           author = {{Rajpurkar}, Pranav and {Zhang}, Jian and {Lopyrev},
-                     Konstantin and {Liang}, Percy},
-            title = "{SQuAD: 100,000+ Questions for Machine Comprehension of Text}",
-          journal = {arXiv e-prints},
-             year = 2016,
-              eid = {arXiv:1606.05250},
-            pages = {arXiv:1606.05250},
-            archivePrefix = {arXiv},
-           eprint = {1606.05250},
-}"""
-    ),
-    "PAN-X": textwrap.dedent(
-        """\
-                    @article{pan-x,
-            title={Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond},
-            author={Xiaoman, Pan and Boliang, Zhang and Jonathan, May and Joel, Nothman and Kevin, Knight and Heng, Ji},
-            volume={Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers}
-            year={2017}
-          }"""
-    ),
-}
-
-_TEXT_FEATURES = {
-    "XNLI": {
-        "language": "language",
-        "sentence1": "sentence1",
-        "sentence2": "sentence2",
-    },
-    "tydiqa": {
-        "id": "id",
-        "title": "title",
-        "context": "context",
-        "question": "question",
-        "answers": "answers",
-    },
-    "XQuAD": {
-        "id": "id",
-        "context": "context",
-        "question": "question",
-        "answers": "answers",
-    },
-    "MLQA": {
-        "id": "id",
-        "title": "title",
-        "context": "context",
-        "question": "question",
-        "answers": "answers",
-    },
-    "tatoeba": {
-        "source_sentence": "",
-        "target_sentence": "",
-        "source_lang": "",
-        "target_lang": "",
-    },
-    "bucc18": {
-        "source_sentence": "",
-        "target_sentence": "",
-        "source_lang": "",
-        "target_lang": "",
-    },
-    "PAWS-X": {"sentence1": "sentence1", "sentence2": "sentence2"},
-    "udpos": {"tokens": "", "pos_tags": ""},
-    "SQuAD": {
-        "id": "id",
-        "title": "title",
-        "context": "context",
-        "question": "question",
-        "answers": "answers",
-    },
-    "PAN-X": {"tokens": "", "ner_tags": "", "lang": ""},
-}
-_DATA_URLS = {
-    "tydiqa": "https://storage.googleapis.com/tydiqa/",
-    "XNLI": "https://dl.fbaipublicfiles.com/XNLI/XNLI-1.0.zip",
-    "XQuAD": "https://github.com/deepmind/xquad/raw/master/",
-    "MLQA": "https://dl.fbaipublicfiles.com/MLQA/MLQA_V1.zip",
-    "PAWS-X": "https://storage.googleapis.com/paws/pawsx/x-final.tar.gz",
-    "bucc18": "https://comparable.limsi.fr/bucc2018/",
-    "tatoeba": "https://github.com/facebookresearch/LASER/raw/main/data/tatoeba/v1/",
-    "udpos": "https://lindat.mff.cuni.cz/repository/xmlui/bitstream/handle/11234/1-3105/ud-treebanks-v2.5.tgz",
-    "SQuAD": "https://rajpurkar.github.io/SQuAD-explorer/dataset/",
-    "PAN-X": "https://s3.amazonaws.com/datasets.huggingface.co/wikiann/1.1.0/panx_dataset.zip",
-}
-
-_URLS = {
-    "tydiqa": "https://github.com/google-research-datasets/tydiqa",
-    "XQuAD": "https://github.com/deepmind/xquad",
-    "XNLI": "https://www.nyu.edu/projects/bowman/xnli/",
-    "MLQA": "https://github.com/facebookresearch/MLQA",
-    "PAWS-X": "https://github.com/google-research-datasets/paws/tree/master/pawsx",
-    "bucc18": "https://comparable.limsi.fr/bucc2018/",
-    "tatoeba": "https://github.com/facebookresearch/LASER/blob/main/data/tatoeba/v1/README.md",
-    "udpos": "https://universaldependencies.org/",
-    "SQuAD": "https://rajpurkar.github.io/SQuAD-explorer/",
-    "PAN-X": "https://github.com/afshinrahimi/mmner",
-}
-
-
-class XtremeConfig(datasets.BuilderConfig):
-    """BuilderConfig for Break"""
-
-    def __init__(self, data_url, citation, url, text_features, **kwargs):
-        """
-        Args:
-            text_features: `dict[string, string]`, map from the name of the feature
-        dict for each text field to the name of the column in the tsv file
-            label_column:
-            label_classes
-            **kwargs: keyword arguments forwarded to super.
-        """
-        super(XtremeConfig, self).__init__(version=datasets.Version("1.0.0", ""), **kwargs)
-        self.text_features = text_features
-        self.data_url = data_url
-        self.citation = citation
-        self.url = url
-
-
-class Xtreme(datasets.GeneratorBasedBuilder):
-    """TODO(xtreme): Short description of my dataset."""
-
-    # TODO(xtreme): Set up version.
-    VERSION = datasets.Version("0.1.0")
-    BUILDER_CONFIGS = [
-        XtremeConfig(
-            name=name,
-            description=_DESCRIPTIONS[name.split(".")[0]],
-            citation=_CITATIONS[name.split(".")[0]],
-            text_features=_TEXT_FEATURES[name.split(".")[0]],
-            data_url=_DATA_URLS[name.split(".")[0]],
-            url=_URLS[name.split(".")[0]],
-        )
-        for name in _NAMES
-    ]
-
-    def _info(self):
-        features = {text_feature: datasets.Value("string") for text_feature in self.config.text_features.keys()}
-        if "answers" in features.keys():
-            features["answers"] = datasets.features.Sequence(
-                {
-                    "answer_start": datasets.Value("int32"),
-                    "text": datasets.Value("string"),
-                }
-            )
-        if self.config.name.startswith("PAWS-X"):
-            features = PawsxParser.features
-        elif self.config.name == "XNLI":
-            features["gold_label"] = datasets.Value("string")
-        elif self.config.name.startswith("udpos"):
-            features = UdposParser.features
-        elif self.config.name.startswith("PAN-X"):
-            features = PanxParser.features
-        return datasets.DatasetInfo(
-            # This is the description that will appear on the datasets page.
-            description=self.config.description + "\n" + _DESCRIPTION,
-            # datasets.features.FeatureConnectors
-            features=datasets.Features(
-                features
-                # These are the features of your dataset like images, labels ...
-            ),
-            # If there's a common (input, target) tuple from the features,
-            # specify them here. They'll be used if as_supervised=True in
-            # builder.as_dataset.
-            supervised_keys=None,
-            # Homepage of the dataset for documentation
-            homepage="https://github.com/google-research/xtreme" + "\t" + self.config.url,
-            citation=self.config.citation + "\n" + _CITATION,
-        )
-
-    def _split_generators(self, dl_manager):
-        """Returns SplitGenerators."""
-        if self.config.name == "tydiqa":
-            train_url = "v1.1/tydiqa-goldp-v1.1-train.json"
-            dev_url = "v1.1/tydiqa-goldp-v1.1-dev.json"
-            urls_to_download = {
-                "train": self.config.data_url + train_url,
-                "dev": self.config.data_url + dev_url,
-            }
-            dl_dir = dl_manager.download_and_extract(urls_to_download)
-            return [
-                datasets.SplitGenerator(
-                    name=datasets.Split.TRAIN,
-                    # These kwargs will be passed to _generate_examples
-                    gen_kwargs={"filepath": dl_dir["train"]},
-                ),
-                datasets.SplitGenerator(
-                    name=datasets.Split.VALIDATION,
-                    # These kwargs will be passed to _generate_examples
-                    gen_kwargs={"filepath": dl_dir["dev"]},
-                ),
-            ]
-        if self.config.name == "XNLI":
-            dl_dir = dl_manager.download_and_extract(self.config.data_url)
-            data_dir = os.path.join(dl_dir, "XNLI-1.0")
-            return [
-                datasets.SplitGenerator(
-                    name=datasets.Split.TEST,
-                    gen_kwargs={"filepath": os.path.join(data_dir, "xnli.test.tsv")},
-                ),
-                datasets.SplitGenerator(
-                    name=datasets.Split.VALIDATION,
-                    gen_kwargs={"filepath": os.path.join(data_dir, "xnli.dev.tsv")},
-                ),
-            ]
-
-        if self.config.name.startswith("MLQA"):
-            mlqa_downloaded_files = dl_manager.download_and_extract(self.config.data_url)
-            l1 = self.config.name.split(".")[1]
-            l2 = self.config.name.split(".")[2]
-            return [
-                datasets.SplitGenerator(
-                    name=datasets.Split.TEST,
-                    # These kwargs will be passed to _generate_examples
-                    gen_kwargs={
-                        "filepath": os.path.join(
-                            os.path.join(mlqa_downloaded_files, "MLQA_V1/test"),
-                            f"test-context-{l1}-question-{l2}.json",
-                        )
-                    },
-                ),
-                datasets.SplitGenerator(
-                    name=datasets.Split.VALIDATION,
-                    # These kwargs will be passed to _generate_examples
-                    gen_kwargs={
-                        "filepath": os.path.join(
-                            os.path.join(mlqa_downloaded_files, "MLQA_V1/dev"),
-                            f"dev-context-{l1}-question-{l2}.json",
-                        )
-                    },
-                ),
-            ]
-
-        if self.config.name.startswith("XQuAD"):
-            lang = self.config.name.split(".")[1]
-            xquad_downloaded_file = dl_manager.download_and_extract(self.config.data_url + f"xquad.{lang}.json")
-            return [
-                datasets.SplitGenerator(
-                    name=datasets.Split.VALIDATION,
-                    # These kwargs will be passed to _generate_examples
-                    gen_kwargs={"filepath": xquad_downloaded_file},
-                ),
-            ]
-        if self.config.name.startswith("PAWS-X"):
-            return PawsxParser.split_generators(dl_manager=dl_manager, config=self.config)
-        elif self.config.name.startswith("tatoeba"):
-            lang = self.config.name.split(".")[1]
-
-            tatoeba_source_data = dl_manager.download_and_extract(self.config.data_url + f"tatoeba.{lang}-eng.{lang}")
-            tatoeba_eng_data = dl_manager.download_and_extract(self.config.data_url + f"tatoeba.{lang}-eng.eng")
-            return [
-                datasets.SplitGenerator(
-                    name=datasets.Split.VALIDATION,
-                    # These kwargs will be passed to _generate_examples
-                    gen_kwargs={"filepath": (tatoeba_source_data, tatoeba_eng_data)},
-                ),
-            ]
-        if self.config.name.startswith("bucc18"):
-            lang = self.config.name.split(".")[1]
-            bucc18_dl_test_archive = dl_manager.download(
-                self.config.data_url + f"bucc2018-{lang}-en.training-gold.tar.bz2"
-            )
-            bucc18_dl_dev_archive = dl_manager.download(
-                self.config.data_url + f"bucc2018-{lang}-en.sample-gold.tar.bz2"
-            )
-            return [
-                datasets.SplitGenerator(
-                    name=datasets.Split.VALIDATION,
-                    gen_kwargs={"filepath": dl_manager.iter_archive(bucc18_dl_dev_archive)},
-                ),
-                datasets.SplitGenerator(
-                    name=datasets.Split.TEST,
-                    gen_kwargs={"filepath": dl_manager.iter_archive(bucc18_dl_test_archive)},
-                ),
-            ]
-        if self.config.name.startswith("udpos"):
-            return UdposParser.split_generators(dl_manager=dl_manager, config=self.config)
-
-        if self.config.name == "SQuAD":
-
-            urls_to_download = {
-                "train": self.config.data_url + "train-v1.1.json",
-                "dev": self.config.data_url + "dev-v1.1.json",
-            }
-            downloaded_files = dl_manager.download_and_extract(urls_to_download)
-
-            return [
-                datasets.SplitGenerator(
-                    name=datasets.Split.TRAIN,
-                    gen_kwargs={"filepath": downloaded_files["train"]},
-                ),
-                datasets.SplitGenerator(
-                    name=datasets.Split.VALIDATION,
-                    gen_kwargs={"filepath": downloaded_files["dev"]},
-                ),
-            ]
-
-        if self.config.name.startswith("PAN-X"):
-            return PanxParser.split_generators(dl_manager=dl_manager, config=self.config)
-
-    def _generate_examples(self, filepath=None, **kwargs):
-        """Yields examples."""
-        # TODO(xtreme): Yields (key, example) tuples from the dataset
-
-        if self.config.name == "tydiqa" or self.config.name.startswith("MLQA") or self.config.name == "SQuAD":
-            with open(filepath, encoding="utf-8") as f:
-                data = json.load(f)
-                for article in data["data"]:
-                    title = article.get("title", "").strip()
-                    for paragraph in article["paragraphs"]:
-                        context = paragraph["context"].strip()
-                        for qa in paragraph["qas"]:
-                            question = qa["question"].strip()
-                            id_ = qa["id"]
-
-                            answer_starts = [answer["answer_start"] for answer in qa["answers"]]
-                            answers = [answer["text"].strip() for answer in qa["answers"]]
-
-                            # Features currently used are "context", "question", and "answers".
-                            # Others are extracted here for the ease of future expansions.
-                            yield id_, {
-                                "title": title,
-                                "context": context,
-                                "question": question,
-                                "id": id_,
-                                "answers": {
-                                    "answer_start": answer_starts,
-                                    "text": answers,
-                                },
-                            }
-        if self.config.name == "XNLI":
-            with open(filepath, encoding="utf-8") as f:
-                data = csv.DictReader(f, delimiter="\t")
-                for id_, row in enumerate(data):
-                    yield id_, {
-                        "sentence1": row["sentence1"],
-                        "sentence2": row["sentence2"],
-                        "language": row["language"],
-                        "gold_label": row["gold_label"],
-                    }
-        if self.config.name.startswith("PAWS-X"):
-            yield from PawsxParser.generate_examples(config=self.config, filepath=filepath, **kwargs)
-        if self.config.name.startswith("XQuAD"):
-            with open(filepath, encoding="utf-8") as f:
-                xquad = json.load(f)
-                for article in xquad["data"]:
-                    for paragraph in article["paragraphs"]:
-                        context = paragraph["context"].strip()
-                        for qa in paragraph["qas"]:
-                            question = qa["question"].strip()
-                            id_ = qa["id"]
-
-                            answer_starts = [answer["answer_start"] for answer in qa["answers"]]
-                            answers = [answer["text"].strip() for answer in qa["answers"]]
-
-                            # Features currently used are "context", "question", and "answers".
-                            # Others are extracted here for the ease of future expansions.
-                            yield id_, {
-                                "context": context,
-                                "question": question,
-                                "id": id_,
-                                "answers": {
-                                    "answer_start": answer_starts,
-                                    "text": answers,
-                                },
-                            }
-        if self.config.name.startswith("bucc18"):
-            lang = self.config.name.split(".")[1]
-            data_dir = f"bucc2018/{lang}-en"
-            for path, file in filepath:
-                if path.startswith(data_dir):
-                    csv_content = [line.decode("utf-8") for line in file]
-                    if path.endswith("en"):
-                        target_sentences = dict(list(csv.reader(csv_content, delimiter="\t", quotechar=None)))
-                    elif path.endswith("gold"):
-                        source_target_ids = list(csv.reader(csv_content, delimiter="\t", quotechar=None))
-                    else:
-                        source_sentences = dict(list(csv.reader(csv_content, delimiter="\t", quotechar=None)))
-
-            for id_, (source_id, target_id) in enumerate(source_target_ids):
-                yield id_, {
-                    "source_sentence": source_sentences[source_id],
-                    "target_sentence": target_sentences[target_id],
-                    "source_lang": source_id,
-                    "target_lang": target_id,
-                }
-        if self.config.name.startswith("tatoeba"):
-            source_file = filepath[0]
-            target_file = filepath[1]
-            source_sentences = []
-            target_sentences = []
-            with open(source_file, encoding="utf-8") as f1:
-                for row in f1:
-                    source_sentences.append(row)
-            with open(target_file, encoding="utf-8") as f2:
-                for row in f2:
-                    target_sentences.append(row)
-            for i in range(len(source_sentences)):
-                yield i, {
-                    "source_sentence": source_sentences[i],
-                    "target_sentence": target_sentences[i],
-                    "source_lang": source_file.split(".")[-1],
-                    "target_lang": "eng",
-                }
-        if self.config.name.startswith("udpos"):
-            yield from UdposParser.generate_examples(config=self.config, filepath=filepath, **kwargs)
-        if self.config.name.startswith("PAN-X"):
-            yield from PanxParser.generate_examples(filepath=filepath, **kwargs)
-
-
-class PanxParser:
-
-    features = datasets.Features(
-        {
-            "tokens": datasets.Sequence(datasets.Value("string")),
-            "ner_tags": datasets.Sequence(
-                datasets.features.ClassLabel(
-                    names=[
-                        "O",
-                        "B-PER",
-                        "I-PER",
-                        "B-ORG",
-                        "I-ORG",
-                        "B-LOC",
-                        "I-LOC",
-                    ]
-                )
-            ),
-            "langs": datasets.Sequence(datasets.Value("string")),
-        }
-    )
-
-    @staticmethod
-    def split_generators(dl_manager=None, config=None):
-        data_dir = dl_manager.download_and_extract(config.data_url)
-        lang = config.name.split(".")[1]
-        archive = os.path.join(data_dir, lang + ".tar.gz")
-        split_filenames = {
-            datasets.Split.TRAIN: "train",
-            datasets.Split.VALIDATION: "dev",
-            datasets.Split.TEST: "test",
-        }
-        return [
-            datasets.SplitGenerator(
-                name=split,
-                gen_kwargs={
-                    "filepath": dl_manager.iter_archive(archive),
-                    "filename": split_filenames[split],
-                },
-            )
-            for split in split_filenames
-        ]
-
-    @staticmethod
-    def generate_examples(filepath=None, filename=None):
-        idx = 1
-        for path, file in filepath:
-            if path.endswith(filename):
-                tokens = []
-                ner_tags = []
-                langs = []
-                for line in file:
-                    line = line.decode("utf-8")
-                    if line == "" or line == "\n":
-                        if tokens:
-                            yield idx, {
-                                "tokens": tokens,
-                                "ner_tags": ner_tags,
-                                "langs": langs,
-                            }
-                            idx += 1
-                            tokens = []
-                            ner_tags = []
-                            langs = []
-                    else:
-                        # pan-x data is tab separated
-                        splits = line.split("\t")
-                        # strip out en: prefix
-                        langs.append(splits[0][:2])
-                        tokens.append(splits[0][3:])
-                        if len(splits) > 1:
-                            ner_tags.append(splits[-1].replace("\n", ""))
-                        else:
-                            # examples have no label in test set
-                            ner_tags.append("O")
-                if tokens:
-                    yield idx, {
-                        "tokens": tokens,
-                        "ner_tags": ner_tags,
-                        "langs": langs,
-                    }
-
-
-class PawsxParser:
-
-    features = datasets.Features(
-        {
-            "sentence1": datasets.Value("string"),
-            "sentence2": datasets.Value("string"),
-            "label": datasets.Value("string"),
-        }
-    )
-
-    @staticmethod
-    def split_generators(dl_manager=None, config=None):
-        lang = config.name.split(".")[1]
-        archive = dl_manager.download(config.data_url)
-        split_filenames = {
-            datasets.Split.TRAIN: "translated_train.tsv" if lang != "en" else "train.tsv",
-            datasets.Split.VALIDATION: "dev_2k.tsv",
-            datasets.Split.TEST: "test_2k.tsv",
-        }
-        return [
-            datasets.SplitGenerator(
-                name=split,
-                gen_kwargs={"filepath": dl_manager.iter_archive(archive), "filename": split_filenames[split]},
-            )
-            for split in split_filenames
-        ]
-
-    @staticmethod
-    def generate_examples(config=None, filepath=None, filename=None):
-        lang = config.name.split(".")[1]
-        for path, file in filepath:
-            if f"/{lang}/" in path and path.endswith(filename):
-                lines = (line.decode("utf-8") for line in file)
-                data = csv.reader(lines, delimiter="\t")
-                next(data)  # skip header
-                for id_, row in enumerate(data):
-                    if len(row) == 4:
-                        yield id_, {
-                            "sentence1": row[1],
-                            "sentence2": row[2],
-                            "label": row[3],
-                        }
-
-
-class UdposParser:
-
-    features = datasets.Features(
-        {
-            "tokens": datasets.Sequence(datasets.Value("string")),
-            "pos_tags": datasets.Sequence(
-                datasets.features.ClassLabel(
-                    names=[
-                        "ADJ",
-                        "ADP",
-                        "ADV",
-                        "AUX",
-                        "CCONJ",
-                        "DET",
-                        "INTJ",
-                        "NOUN",
-                        "NUM",
-                        "PART",
-                        "PRON",
-                        "PROPN",
-                        "PUNCT",
-                        "SCONJ",
-                        "SYM",
-                        "VERB",
-                        "X",
-                    ]
-                )
-            ),
-        }
-    )
-
-    @staticmethod
-    def split_generators(dl_manager=None, config=None):
-        archive = dl_manager.download(config.data_url)
-        split_names = {datasets.Split.TRAIN: "train", datasets.Split.VALIDATION: "dev", datasets.Split.TEST: "test"}
-        split_generators = {
-            split: datasets.SplitGenerator(
-                name=split,
-                gen_kwargs={
-                    "filepath": dl_manager.iter_archive(archive),
-                    "split": split_names[split],
-                },
-            )
-            for split in split_names
-        }
-        lang = config.name.split(".")[1]
-        if lang in ["Tagalog", "Thai", "Yoruba"]:
-            return [split_generators["test"]]
-        elif lang == "Kazakh":
-            return [split_generators["train"], split_generators["test"]]
-        else:
-            return [split_generators["train"], split_generators["validation"], split_generators["test"]]
-
-    @staticmethod
-    def generate_examples(config=None, filepath=None, split=None):
-        lang = config.name.split(".")[1]
-        idx = 0
-        for path, file in filepath:
-            if f"_{lang}" in path and split in path and path.endswith(".conllu"):
-                # For lang other than [see below], we exclude Arabic-NYUAD which does not contains any words, only _
-                if lang in ["Kazakh", "Tagalog", "Thai", "Yoruba"] or "NYUAD" not in path:
-                    lines = (line.decode("utf-8") for line in file)
-                    data = csv.reader(lines, delimiter="\t", quoting=csv.QUOTE_NONE)
-                    tokens = []
-                    pos_tags = []
-                    for id_row, row in enumerate(data):
-                        if len(row) >= 10 and row[1] != "_" and row[3] != "_":
-                            tokens.append(row[1])
-                            pos_tags.append(row[3])
-                        if len(row) == 0 and len(tokens) > 0:
-                            yield idx, {
-                                "tokens": tokens,
-                                "pos_tags": pos_tags,
-                            }
-                            idx += 1
-                            tokens = []
-                            pos_tags = []