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--- |
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language: |
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- en |
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- multilingual |
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- ar |
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- bg |
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- ca |
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- cs |
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- da |
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- de |
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- el |
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- es |
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- et |
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- fa |
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- fi |
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- fr |
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- gl |
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- he |
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- hi |
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- hr |
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- id |
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- it |
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- ja |
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- ka |
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- ko |
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- lt |
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- mk |
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- mr |
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- nl |
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- pl |
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- pt |
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- ro |
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- ru |
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- sk |
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- sl |
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- sq |
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- sr |
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- uk |
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- vi |
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- zh |
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size_categories: |
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- 1M<n<10M |
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task_categories: |
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- feature-extraction |
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- sentence-similarity |
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pretty_name: WikiMatrix |
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tags: |
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- sentence-transformers |
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dataset_info: |
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- config_name: all |
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features: |
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- name: english |
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
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- name: dev |
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num_bytes: 7004038 |
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num_examples: 39000 |
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- name: train |
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num_bytes: 2696327373 |
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num_examples: 9688498 |
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download_size: 1898115766 |
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dataset_size: 2703331411 |
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- config_name: en-ar |
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features: |
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- name: english |
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
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- name: dev |
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num_bytes: 197158 |
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num_examples: 1000 |
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- name: train |
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num_bytes: 104460172 |
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num_examples: 312399 |
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download_size: 64784764 |
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dataset_size: 104657330 |
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- config_name: en-bg |
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features: |
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- name: english |
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
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- name: dev |
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num_bytes: 212375 |
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num_examples: 1000 |
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- name: train |
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num_bytes: 35848123 |
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num_examples: 100492 |
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download_size: 21907800 |
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dataset_size: 36060498 |
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- config_name: en-ca |
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features: |
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- name: english |
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
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- name: dev |
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num_bytes: 128442 |
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num_examples: 1000 |
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- name: train |
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num_bytes: 138554585 |
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num_examples: 504042 |
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download_size: 99667735 |
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dataset_size: 138683027 |
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- config_name: en-cs |
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features: |
|
- name: english |
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
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num_bytes: 143015 |
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num_examples: 1000 |
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- name: train |
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num_bytes: 28846574 |
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num_examples: 116556 |
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download_size: 21668104 |
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dataset_size: 28989589 |
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- config_name: en-da |
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features: |
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- name: english |
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
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- name: dev |
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num_bytes: 133623 |
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num_examples: 1000 |
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- name: train |
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num_bytes: 38612525 |
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num_examples: 151456 |
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download_size: 28282511 |
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dataset_size: 38746148 |
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- config_name: en-de |
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features: |
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- name: english |
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
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num_bytes: 141269 |
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num_examples: 1000 |
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- name: train |
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num_examples: 344476 |
|
download_size: 61641533 |
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dataset_size: 84583489 |
|
- config_name: en-el |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
|
- name: dev |
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num_bytes: 209142 |
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num_examples: 1000 |
|
- name: train |
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num_bytes: 81839504 |
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num_examples: 211364 |
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download_size: 49993264 |
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dataset_size: 82048646 |
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- config_name: en-es |
|
features: |
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- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
|
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num_bytes: 121401 |
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num_examples: 1000 |
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- name: train |
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num_examples: 1569442 |
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download_size: 303890918 |
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dataset_size: 420124006 |
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- config_name: en-et |
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features: |
|
- name: english |
|
dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
|
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num_bytes: 169805 |
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num_examples: 1000 |
|
- name: train |
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num_examples: 50603 |
|
download_size: 9262080 |
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dataset_size: 12754426 |
|
- config_name: en-fa |
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features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
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dtype: string |
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splits: |
|
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num_examples: 1000 |
|
- name: train |
|
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num_examples: 39608 |
|
download_size: 7366326 |
|
dataset_size: 11907224 |
|
- config_name: en-fi |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
|
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|
num_bytes: 155882 |
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num_examples: 1000 |
|
- name: train |
|
num_bytes: 11632859 |
|
num_examples: 50992 |
|
download_size: 8683299 |
|
dataset_size: 11788741 |
|
- config_name: en-fr |
|
features: |
|
- name: english |
|
dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
|
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num_bytes: 128910 |
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num_examples: 1000 |
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- name: train |
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num_examples: 1024061 |
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download_size: 201762124 |
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dataset_size: 280857977 |
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- config_name: en-gl |
|
features: |
|
- name: english |
|
dtype: string |
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dtype: string |
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splits: |
|
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num_examples: 1000 |
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- name: train |
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num_examples: 171007 |
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download_size: 33832715 |
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dataset_size: 46975032 |
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- config_name: en-he |
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features: |
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- name: english |
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
|
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num_bytes: 153969 |
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num_examples: 1000 |
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- name: train |
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num_bytes: 23674275 |
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num_examples: 86791 |
|
download_size: 15457231 |
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dataset_size: 23828244 |
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- config_name: en-hi |
|
features: |
|
- name: english |
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dtype: string |
|
- name: non_english |
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dtype: string |
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splits: |
|
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num_bytes: 283222 |
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num_examples: 1000 |
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- name: train |
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num_bytes: 14717715 |
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num_examples: 35241 |
|
download_size: 7763926 |
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dataset_size: 15000937 |
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- config_name: en-hr |
|
features: |
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- name: english |
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dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
|
- name: dev |
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num_bytes: 145238 |
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num_examples: 1000 |
|
- name: train |
|
num_bytes: 15789474 |
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num_examples: 62122 |
|
download_size: 11875237 |
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dataset_size: 15934712 |
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- config_name: en-hu |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
|
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num_bytes: 142214 |
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num_examples: 1000 |
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- name: train |
|
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num_examples: 77221 |
|
download_size: 13886742 |
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dataset_size: 18762124 |
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- config_name: en-id |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
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num_examples: 1000 |
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- name: train |
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num_examples: 420456 |
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download_size: 79463818 |
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dataset_size: 112497611 |
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- config_name: en-it |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
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num_examples: 1000 |
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download_size: 160477111 |
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dataset_size: 220889348 |
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- config_name: en-ja |
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features: |
|
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dtype: string |
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- name: non_english |
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dtype: string |
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splits: |
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num_examples: 1000 |
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- name: train |
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download_size: 15228162 |
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dataset_size: 21612976 |
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- config_name: en-ka |
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features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
|
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num_examples: 1000 |
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- name: train |
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download_size: 618019 |
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dataset_size: 1252172 |
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- config_name: en-ko |
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features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
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dtype: string |
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splits: |
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num_examples: 1000 |
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- name: train |
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download_size: 5298132 |
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dataset_size: 7160926 |
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- config_name: en-lt |
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features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
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dtype: string |
|
splits: |
|
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num_examples: 1000 |
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- name: train |
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num_examples: 20424 |
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download_size: 3619670 |
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dataset_size: 4954846 |
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- config_name: en-mk |
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features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
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splits: |
|
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num_examples: 1000 |
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- name: train |
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download_size: 33749310 |
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dataset_size: 56424600 |
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- config_name: en-mr |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
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splits: |
|
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num_examples: 1000 |
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- name: train |
|
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|
download_size: 1261149 |
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dataset_size: 2378597 |
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- config_name: en-nl |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
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dtype: string |
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splits: |
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num_examples: 1000 |
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download_size: 33496451 |
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dataset_size: 46190671 |
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- config_name: en-pl |
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features: |
|
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|
dtype: string |
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dtype: string |
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splits: |
|
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num_examples: 1000 |
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- name: train |
|
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|
download_size: 20708150 |
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dataset_size: 27621825 |
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- config_name: en-pt |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
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num_examples: 1000 |
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- name: train |
|
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download_size: 241363790 |
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dataset_size: 331314867 |
|
- config_name: en-ro |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
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num_examples: 1000 |
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- name: train |
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download_size: 55444767 |
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dataset_size: 76665531 |
|
- config_name: en-ru |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
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num_examples: 1000 |
|
- name: train |
|
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num_examples: 389589 |
|
download_size: 82596962 |
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dataset_size: 130201914 |
|
- config_name: en-sk |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
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|
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num_examples: 1000 |
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- name: train |
|
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num_examples: 34211 |
|
download_size: 6454393 |
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dataset_size: 8689776 |
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- config_name: en-sl |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
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|
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num_examples: 1000 |
|
- name: train |
|
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download_size: 17899333 |
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dataset_size: 24417430 |
|
- config_name: en-sq |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
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num_examples: 1000 |
|
- name: train |
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|
download_size: 14487731 |
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dataset_size: 20414887 |
|
- config_name: en-sr |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 163613 |
|
num_examples: 1000 |
|
- name: train |
|
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|
num_examples: 89131 |
|
download_size: 18474786 |
|
dataset_size: 28460163 |
|
- config_name: en-sv |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
- name: dev |
|
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|
num_examples: 1000 |
|
- name: train |
|
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|
num_examples: 138547 |
|
download_size: 24872889 |
|
dataset_size: 34096679 |
|
- config_name: en-tr |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
- name: dev |
|
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|
num_examples: 1000 |
|
- name: train |
|
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|
num_examples: 84501 |
|
download_size: 13744892 |
|
dataset_size: 18780226 |
|
- config_name: en-uk |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
- name: dev |
|
num_bytes: 168850 |
|
num_examples: 1000 |
|
- name: train |
|
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|
num_examples: 132253 |
|
download_size: 27902725 |
|
dataset_size: 43881521 |
|
- config_name: en-vi |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
- name: dev |
|
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num_examples: 1000 |
|
- name: train |
|
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|
num_examples: 308470 |
|
download_size: 59417802 |
|
dataset_size: 87912847 |
|
- config_name: en-zh |
|
features: |
|
- name: english |
|
dtype: string |
|
- name: non_english |
|
dtype: string |
|
splits: |
|
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num_examples: 1000 |
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- name: train |
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|
num_examples: 113408 |
|
download_size: 19826322 |
|
dataset_size: 25809848 |
|
configs: |
|
- config_name: all |
|
data_files: |
|
- split: dev |
|
path: all/dev-* |
|
- split: train |
|
path: all/train-* |
|
- config_name: en-ar |
|
data_files: |
|
- split: dev |
|
path: en-ar/dev-* |
|
- split: train |
|
path: en-ar/train-* |
|
- config_name: en-bg |
|
data_files: |
|
- split: dev |
|
path: en-bg/dev-* |
|
- split: train |
|
path: en-bg/train-* |
|
- config_name: en-ca |
|
data_files: |
|
- split: dev |
|
path: en-ca/dev-* |
|
- split: train |
|
path: en-ca/train-* |
|
- config_name: en-cs |
|
data_files: |
|
- split: dev |
|
path: en-cs/dev-* |
|
- split: train |
|
path: en-cs/train-* |
|
- config_name: en-da |
|
data_files: |
|
- split: dev |
|
path: en-da/dev-* |
|
- split: train |
|
path: en-da/train-* |
|
- config_name: en-de |
|
data_files: |
|
- split: dev |
|
path: en-de/dev-* |
|
- split: train |
|
path: en-de/train-* |
|
- config_name: en-el |
|
data_files: |
|
- split: dev |
|
path: en-el/dev-* |
|
- split: train |
|
path: en-el/train-* |
|
- config_name: en-es |
|
data_files: |
|
- split: dev |
|
path: en-es/dev-* |
|
- split: train |
|
path: en-es/train-* |
|
- config_name: en-et |
|
data_files: |
|
- split: dev |
|
path: en-et/dev-* |
|
- split: train |
|
path: en-et/train-* |
|
- config_name: en-fa |
|
data_files: |
|
- split: dev |
|
path: en-fa/dev-* |
|
- split: train |
|
path: en-fa/train-* |
|
- config_name: en-fi |
|
data_files: |
|
- split: dev |
|
path: en-fi/dev-* |
|
- split: train |
|
path: en-fi/train-* |
|
- config_name: en-fr |
|
data_files: |
|
- split: dev |
|
path: en-fr/dev-* |
|
- split: train |
|
path: en-fr/train-* |
|
- config_name: en-gl |
|
data_files: |
|
- split: dev |
|
path: en-gl/dev-* |
|
- split: train |
|
path: en-gl/train-* |
|
- config_name: en-he |
|
data_files: |
|
- split: dev |
|
path: en-he/dev-* |
|
- split: train |
|
path: en-he/train-* |
|
- config_name: en-hi |
|
data_files: |
|
- split: dev |
|
path: en-hi/dev-* |
|
- split: train |
|
path: en-hi/train-* |
|
- config_name: en-hr |
|
data_files: |
|
- split: dev |
|
path: en-hr/dev-* |
|
- split: train |
|
path: en-hr/train-* |
|
- config_name: en-hu |
|
data_files: |
|
- split: dev |
|
path: en-hu/dev-* |
|
- split: train |
|
path: en-hu/train-* |
|
- config_name: en-id |
|
data_files: |
|
- split: dev |
|
path: en-id/dev-* |
|
- split: train |
|
path: en-id/train-* |
|
- config_name: en-it |
|
data_files: |
|
- split: dev |
|
path: en-it/dev-* |
|
- split: train |
|
path: en-it/train-* |
|
- config_name: en-ja |
|
data_files: |
|
- split: dev |
|
path: en-ja/dev-* |
|
- split: train |
|
path: en-ja/train-* |
|
- config_name: en-ka |
|
data_files: |
|
- split: dev |
|
path: en-ka/dev-* |
|
- split: train |
|
path: en-ka/train-* |
|
- config_name: en-ko |
|
data_files: |
|
- split: dev |
|
path: en-ko/dev-* |
|
- split: train |
|
path: en-ko/train-* |
|
- config_name: en-lt |
|
data_files: |
|
- split: dev |
|
path: en-lt/dev-* |
|
- split: train |
|
path: en-lt/train-* |
|
- config_name: en-mk |
|
data_files: |
|
- split: dev |
|
path: en-mk/dev-* |
|
- split: train |
|
path: en-mk/train-* |
|
- config_name: en-mr |
|
data_files: |
|
- split: dev |
|
path: en-mr/dev-* |
|
- split: train |
|
path: en-mr/train-* |
|
- config_name: en-nl |
|
data_files: |
|
- split: dev |
|
path: en-nl/dev-* |
|
- split: train |
|
path: en-nl/train-* |
|
- config_name: en-pl |
|
data_files: |
|
- split: dev |
|
path: en-pl/dev-* |
|
- split: train |
|
path: en-pl/train-* |
|
- config_name: en-pt |
|
data_files: |
|
- split: dev |
|
path: en-pt/dev-* |
|
- split: train |
|
path: en-pt/train-* |
|
- config_name: en-ro |
|
data_files: |
|
- split: dev |
|
path: en-ro/dev-* |
|
- split: train |
|
path: en-ro/train-* |
|
- config_name: en-ru |
|
data_files: |
|
- split: dev |
|
path: en-ru/dev-* |
|
- split: train |
|
path: en-ru/train-* |
|
- config_name: en-sk |
|
data_files: |
|
- split: dev |
|
path: en-sk/dev-* |
|
- split: train |
|
path: en-sk/train-* |
|
- config_name: en-sl |
|
data_files: |
|
- split: dev |
|
path: en-sl/dev-* |
|
- split: train |
|
path: en-sl/train-* |
|
- config_name: en-sq |
|
data_files: |
|
- split: dev |
|
path: en-sq/dev-* |
|
- split: train |
|
path: en-sq/train-* |
|
- config_name: en-sr |
|
data_files: |
|
- split: dev |
|
path: en-sr/dev-* |
|
- split: train |
|
path: en-sr/train-* |
|
- config_name: en-sv |
|
data_files: |
|
- split: dev |
|
path: en-sv/dev-* |
|
- split: train |
|
path: en-sv/train-* |
|
- config_name: en-tr |
|
data_files: |
|
- split: dev |
|
path: en-tr/dev-* |
|
- split: train |
|
path: en-tr/train-* |
|
- config_name: en-uk |
|
data_files: |
|
- split: dev |
|
path: en-uk/dev-* |
|
- split: train |
|
path: en-uk/train-* |
|
- config_name: en-vi |
|
data_files: |
|
- split: dev |
|
path: en-vi/dev-* |
|
- split: train |
|
path: en-vi/train-* |
|
- config_name: en-zh |
|
data_files: |
|
- split: dev |
|
path: en-zh/dev-* |
|
- split: train |
|
path: en-zh/train-* |
|
--- |
|
|
|
|
|
# Dataset Card for Parallel Sentences - WikiMatrix |
|
|
|
This dataset contains parallel sentences (i.e. English sentence + the same sentences in another language) for numerous other languages. Most of the sentences originate from the [OPUS website](https://opus.nlpl.eu/). |
|
In particular, this dataset contains the [WikiMatrix](https://opus.nlpl.eu/WikiMatrix/corpus/version/WikiMatrix) dataset. |
|
|
|
## Related Datasets |
|
|
|
The following datasets are also a part of the Parallel Sentences collection: |
|
* [parallel-sentences-europarl](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-europarl) |
|
* [parallel-sentences-global-voices](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-global-voices) |
|
* [parallel-sentences-muse](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-muse) |
|
* [parallel-sentences-jw300](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-jw300) |
|
* [parallel-sentences-news-commentary](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-news-commentary) |
|
* [parallel-sentences-opensubtitles](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-opensubtitles) |
|
* [parallel-sentences-talks](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks) |
|
* [parallel-sentences-tatoeba](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-tatoeba) |
|
* [parallel-sentences-wikimatrix](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-wikimatrix) |
|
* [parallel-sentences-wikititles](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-wikititles) |
|
* [parallel-sentences-ccmatrix](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-ccmatrix) |
|
|
|
These datasets can be used to train multilingual sentence embedding models. For more information, see [sbert.net - Multilingual Models](https://www.sbert.net/examples/training/multilingual/README.html). |
|
|
|
## Dataset Subsets |
|
|
|
### `all` subset |
|
|
|
* Columns: "english", "non_english" |
|
* Column types: `str`, `str` |
|
* Examples: |
|
```python |
|
{ |
|
"english": "I will go down with you into Egypt, and I will also surely bring you up again."", |
|
"non_english": "Аз ще бъда с тебе в Египет и Аз ще те изведа назад."" |
|
} |
|
``` |
|
* Collection strategy: Combining all other subsets from this dataset. |
|
* Deduplified: No |
|
|
|
### `en-...` subsets |
|
|
|
* Columns: "english", "non_english" |
|
* Column types: `str`, `str` |
|
* Examples: |
|
```python |
|
{ |
|
"english": "By Him Who is the Lord of mankind!", |
|
"non_english": "しかしながら人主の患はまた人を信ぜざるにもある。" |
|
} |
|
``` |
|
* Collection strategy: Processing the raw data from [parallel-sentences](https://huggingface.co/datasets/sentence-transformers/parallel-sentences) and formatting it in Parquet, followed by deduplication. |
|
* Deduplified: Yes |
