diff --git "a/README.md" "b/README.md"
new file mode 100644--- /dev/null
+++ "b/README.md"
@@ -0,0 +1,34334 @@
+---
+language:
+- ar 
+- az 
+- be 
+- bg 
+- bn 
+- bs 
+- cs 
+- da 
+- de 
+- el 
+- en 
+- eo 
+- es 
+- et 
+- eu 
+- fa 
+- fi 
+- fr 
+- gl 
+- he 
+- hi 
+- hr 
+- hu 
+- hy 
+- id 
+- it 
+- ja 
+- ka 
+- kk 
+- ko 
+- ku 
+- lt 
+- mk 
+- mn 
+- mr 
+- ms 
+- my 
+- nb 
+- nl 
+- pl 
+- pt 
+- ro 
+- ru 
+- sk 
+- sl 
+- sq 
+- sr 
+- sv 
+- ta 
+- th 
+- tr 
+- uk 
+- ur 
+- vi 
+- zh 
+language_creators:
+- expert-generated
+annotations_creators:
+- crowdsourced
+license:
+- cc-by-nc-nd-4.0
+multilinguality:
+- translation
+pretty_name: TED_Talks
+task_categories:
+- translation
+- config_name: ar_az
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - az
+  splits: 
+  - name: train
+    num_bytes: 1348736
+    num_examples: 5620
+  - name: validation
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+    num_examples: 440
+  - name: test
+    num_bytes: 184227
+    num_examples: 771
+  download_size: 705566720
+  dataset_size: 1633643
+- config_name: ar_be
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - be
+  splits: 
+  - name: train
+    num_bytes: 1216472
+    num_examples: 4147
+  - name: validation
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+    num_examples: 248
+  - name: test
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+    num_examples: 660
+  download_size: 705566720
+  dataset_size: 1494374
+- config_name: ar_bg
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - bg
+  splits: 
+  - name: train
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+  - name: validation
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+    num_examples: 3966
+  - name: test
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+    num_examples: 5011
+  download_size: 705566720
+  dataset_size: 58015341
+- config_name: ar_bn
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - bn
+  splits: 
+  - name: train
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+    num_examples: 4389
+  - name: validation
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+    num_examples: 847
+  - name: test
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+    num_examples: 207
+  download_size: 705566720
+  dataset_size: 2274645
+- config_name: ar_bs
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - bs
+  splits: 
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+  - name: validation
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+    num_examples: 473
+  - name: test
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+    num_examples: 463
+  download_size: 705566720
+  dataset_size: 1466417
+- config_name: ar_cs
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - cs
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+  - name: validation
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+    num_examples: 3338
+  - name: test
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+    num_examples: 3779
+  download_size: 705566720
+  dataset_size: 26113064
+- config_name: ar_da
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - da
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+  - name: validation
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+    num_examples: 1658
+  - name: test
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+    num_examples: 1682
+  download_size: 705566720
+  dataset_size: 11281132
+- config_name: ar_de
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - de
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+  - name: validation
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+    num_examples: 4023
+  - name: test
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+    num_examples: 4434
+  download_size: 705566720
+  dataset_size: 43944471
+- config_name: ar_el
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - el
+  splits: 
+  - name: train
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+  - name: validation
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+    num_examples: 3200
+  - name: test
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+    num_examples: 4384
+  download_size: 705566720
+  dataset_size: 45796023
+- config_name: ar_en
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - en
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+  - name: validation
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+    num_examples: 4714
+  - name: test
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+    num_examples: 5953
+  download_size: 705566720
+  dataset_size: 56497856
+- config_name: ar_eo
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - eo
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+    num_examples: 493
+  - name: test
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+    num_examples: 722
+  download_size: 705566720
+  dataset_size: 1643902
+- config_name: ar_es
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - es
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+  - name: test
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+  download_size: 705566720
+  dataset_size: 49625621
+- config_name: ar_et
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - et
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+  - name: validation
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+    num_examples: 732
+  - name: test
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+    num_examples: 1025
+  download_size: 705566720
+  dataset_size: 2903096
+- config_name: ar_eu
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - eu
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+  - name: validation
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+    num_examples: 318
+  - name: test
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+    num_examples: 372
+  download_size: 705566720
+  dataset_size: 1374697
+- config_name: ar_fa
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - fa
+  splits: 
+  - name: train
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+  - name: validation
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+    num_examples: 3745
+  - name: test
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+    num_examples: 4093
+  download_size: 705566720
+  dataset_size: 48850206
+- config_name: ar_fi
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - fi
+  splits: 
+  - name: train
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+  - name: validation
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+    num_examples: 981
+  - name: test
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+    num_examples: 1300
+  download_size: 705566720
+  dataset_size: 5973002
+- config_name: ar_fr
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - fr
+  splits: 
+  - name: train
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+  - name: validation
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+  - name: test
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+    num_examples: 4824
+  download_size: 705566720
+  dataset_size: 50648922
+- config_name: ar_fr-ca
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - fr-ca
+  splits: 
+  - name: train
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+  - name: validation
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+    num_examples: 741
+  - name: test
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+  download_size: 705566720
+  dataset_size: 5576556
+- config_name: ar_gl
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ar
+        - gl
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+  - name: test
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+  dataset_size: 2587008
+- config_name: ar_he
+  features:
+  - name: translation
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+      translation:
+        languages:
+        - ar
+        - he
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+- config_name: ar_hi
+  features:
+  - name: translation
+    dtype:
+      translation:
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+        - ar
+        - hi
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+  - name: test
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+- config_name: ar_hr
+  features:
+  - name: translation
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+        - ar
+        - hr
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+  - name: test
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+  dataset_size: 30181608
+- config_name: ar_hu
+  features:
+  - name: translation
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+        - ar
+        - hu
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+  - name: test
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+  dataset_size: 37501046
+- config_name: ar_hy
+  features:
+  - name: translation
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+      translation:
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+        - ar
+        - hy
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+  - name: test
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+  dataset_size: 7387032
+- config_name: ar_id
+  features:
+  - name: translation
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+        - ar
+        - id
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+- config_name: ar_it
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+        - it
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+- config_name: ar_ja
+  features:
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+        - ar
+        - ja
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+- config_name: ar_ka
+  features:
+  - name: translation
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+        - ar
+        - ka
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+  dataset_size: 4949756
+- config_name: ar_kk
+  features:
+  - name: translation
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+        - ar
+        - kk
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+- config_name: ar_ko
+  features:
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+        - ar
+        - ko
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+- config_name: ar_ku
+  features:
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+        - ar
+        - ku
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+- config_name: ar_lt
+  features:
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+        - ar
+        - lt
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+- config_name: ar_mk
+  features:
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+        - ar
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+- config_name: ar_mn
+  features:
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+        - ar
+        - mn
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+- config_name: ar_mr
+  features:
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+        - ar
+        - mr
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+- config_name: ar_ms
+  features:
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+        - ms
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+- config_name: ar_my
+  features:
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+        - ar
+        - my
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+- config_name: ar_nb
+  features:
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+        - ar
+        - nb
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+- config_name: ar_nl
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+        - ar
+        - nl
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+- config_name: ar_pl
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+        - ar
+        - pl
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+- config_name: ar_pt
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+        - ar
+        - pt
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+- config_name: ar_pt-br
+  features:
+  - name: translation
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+        - ar
+        - pt-br
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+- config_name: ar_ro
+  features:
+  - name: translation
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+        - ar
+        - ro
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+- config_name: ar_ru
+  features:
+  - name: translation
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+        languages:
+        - ar
+        - ru
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+  - name: test
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+- config_name: ar_sk
+  features:
+  - name: translation
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+        languages:
+        - ar
+        - sk
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+  - name: test
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+  download_size: 705566720
+  dataset_size: 25747080
+- config_name: uk_zh-tw
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - uk
+        - zh-tw
+  splits: 
+  - name: train
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+  - name: validation
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+  - name: test
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+  download_size: 705566720
+  dataset_size: 25964891
+- config_name: ur_vi
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ur
+        - vi
+  splits: 
+  - name: train
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+  - name: validation
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+    num_examples: 508
+  - name: test
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+  download_size: 705566720
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+- config_name: ur_zh
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ur
+        - zh
+  splits: 
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+  download_size: 705566720
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+- config_name: ur_zh-cn
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ur
+        - zh-cn
+  splits: 
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+  - name: validation
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+  - name: test
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+    num_examples: 698
+  download_size: 705566720
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+- config_name: ur_zh-tw
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - ur
+        - zh-tw
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+  - name: validation
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+  - name: test
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+  download_size: 705566720
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+- config_name: vi_zh
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - vi
+        - zh
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+  - name: validation
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+    num_examples: 546
+  - name: test
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+    num_examples: 154
+  download_size: 705566720
+  dataset_size: 1121240
+- config_name: vi_zh-cn
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - vi
+        - zh-cn
+  splits: 
+  - name: train
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+  - name: validation
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+    num_examples: 4182
+  - name: test
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+    num_examples: 3821
+  download_size: 705566720
+  dataset_size: 37124710
+- config_name: vi_zh-tw
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - vi
+        - zh-tw
+  splits: 
+  - name: train
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+  - name: validation
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+    num_examples: 4206
+  - name: test
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+    num_examples: 3907
+  download_size: 705566720
+  dataset_size: 37199325
+- config_name: zh_zh-cn
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - zh
+        - zh-cn
+  splits: 
+  - name: train
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+    num_examples: 5020
+  - name: validation
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+    num_examples: 545
+  - name: test
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+    num_examples: 493
+  download_size: 705566720
+  dataset_size: 917208
+- config_name: zh_zh-tw
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - zh
+        - zh-tw
+  splits: 
+  - name: train
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+    num_examples: 5171
+  - name: validation
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+    num_examples: 323
+  - name: test
+    num_bytes: 66475
+    num_examples: 491
+  download_size: 705566720
+  dataset_size: 906519
+- config_name: zh-cn_zh-tw
+  features:
+  - name: translation
+    dtype:
+      translation:
+        languages:
+        - zh-cn
+        - zh-tw
+  splits: 
+  - name: train
+    num_bytes: 35292357
+    num_examples: 188984
+  - name: validation
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+    num_examples: 4262
+  - name: test
+    num_bytes: 874880
+    num_examples: 4994
+  download_size: 705566720
+  dataset_size: 36929932
+---
+## Dataset Description
+
+Train, validation and test splits for TED talks as in http://phontron.com/data/ted_talks.tar.gz. Data is detokenized using moses. 
+
+Example of loading:
+```python
+dataset = load_dataset("davidstap/ted_talks", "ar_en", trust_remote_code=True)
+```
+
+Note that `ar_en` and `en_ar` will result in the same data being loaded..
+
+
+The following languages are available:
+```
+- ar 
+- az 
+- be 
+- bg 
+- bn 
+- bs 
+- cs 
+- da 
+- de 
+- el 
+- en 
+- eo 
+- es 
+- et 
+- eu 
+- fa 
+- fi 
+- fr 
+- fr-ca 
+- gl 
+- he 
+- hi 
+- hr 
+- hu 
+- hy 
+- id 
+- it 
+- ja 
+- ka 
+- kk 
+- ko 
+- ku 
+- lt 
+- mk 
+- mn 
+- mr 
+- ms 
+- my 
+- nb 
+- nl 
+- pl 
+- pt 
+- pt-br 
+- ro 
+- ru 
+- sk 
+- sl 
+- sq 
+- sr 
+- sv 
+- ta 
+- th 
+- tr 
+- uk 
+- ur 
+- vi 
+- zh 
+- zh-cn 
+- zh-tw
+```
+
+
+### Citation Information
+
+```
+@inproceedings{qi-etal-2018-pre,
+    title = "When and Why Are Pre-Trained Word Embeddings Useful for Neural Machine Translation?",
+    author = "Qi, Ye  and
+      Sachan, Devendra  and
+      Felix, Matthieu  and
+      Padmanabhan, Sarguna  and
+      Neubig, Graham",
+    booktitle = "Proceedings of the 2018 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers)",
+    month = jun,
+    year = "2018",
+    address = "New Orleans, Louisiana",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/N18-2084",
+    doi = "10.18653/v1/N18-2084",
+    pages = "529--535",
+}
+```