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1 |
+
---
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2 |
+
annotations_creators:
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3 |
+
- crowdsourced
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4 |
+
language_creators:
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5 |
+
- crowdsourced
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6 |
+
language:
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7 |
+
- ar
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8 |
+
- bn
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9 |
+
- en
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10 |
+
- fi
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11 |
+
- id
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12 |
+
- ja
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13 |
+
- ko
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14 |
+
- ru
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15 |
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- sw
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16 |
+
- te
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- th
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18 |
+
license:
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19 |
+
- apache-2.0
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20 |
+
multilinguality:
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21 |
+
- multilingual
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22 |
+
size_categories:
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23 |
+
- unknown
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24 |
+
source_datasets:
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25 |
+
- extended|wikipedia
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26 |
+
task_categories:
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27 |
+
- question-answering
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28 |
+
task_ids:
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- extractive-qa
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30 |
+
paperswithcode_id: tydi-qa
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+
pretty_name: TyDi QA
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32 |
+
dataset_info:
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33 |
+
- config_name: primary_task
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34 |
+
features:
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35 |
+
- name: passage_answer_candidates
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36 |
+
sequence:
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37 |
+
- name: plaintext_start_byte
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38 |
+
dtype: int32
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39 |
+
- name: plaintext_end_byte
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40 |
+
dtype: int32
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41 |
+
- name: question_text
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42 |
+
dtype: string
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43 |
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- name: document_title
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44 |
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dtype: string
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45 |
+
- name: language
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46 |
+
dtype: string
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47 |
+
- name: annotations
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48 |
+
sequence:
|
49 |
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- name: passage_answer_candidate_index
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50 |
+
dtype: int32
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51 |
+
- name: minimal_answers_start_byte
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52 |
+
dtype: int32
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53 |
+
- name: minimal_answers_end_byte
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54 |
+
dtype: int32
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55 |
+
- name: yes_no_answer
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dtype: string
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57 |
+
- name: document_plaintext
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58 |
+
dtype: string
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59 |
+
- name: document_url
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60 |
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dtype: string
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61 |
+
splits:
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62 |
+
- name: train
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63 |
+
num_bytes: 5550573801
|
64 |
+
num_examples: 166916
|
65 |
+
- name: validation
|
66 |
+
num_bytes: 484380347
|
67 |
+
num_examples: 18670
|
68 |
+
download_size: 2912112378
|
69 |
+
dataset_size: 6034954148
|
70 |
+
- config_name: secondary_task
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71 |
+
features:
|
72 |
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- name: id
|
73 |
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dtype: string
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74 |
+
- name: title
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75 |
+
dtype: string
|
76 |
+
- name: context
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77 |
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dtype: string
|
78 |
+
- name: question
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79 |
+
dtype: string
|
80 |
+
- name: answers
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81 |
+
sequence:
|
82 |
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- name: text
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83 |
+
dtype: string
|
84 |
+
- name: answer_start
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85 |
+
dtype: int32
|
86 |
+
splits:
|
87 |
+
- name: train
|
88 |
+
num_bytes: 52948467
|
89 |
+
num_examples: 49881
|
90 |
+
- name: validation
|
91 |
+
num_bytes: 5006433
|
92 |
+
num_examples: 5077
|
93 |
+
download_size: 29402238
|
94 |
+
dataset_size: 57954900
|
95 |
+
configs:
|
96 |
+
- config_name: primary_task
|
97 |
+
data_files:
|
98 |
+
- split: train
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99 |
+
path: primary_task/train-*
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100 |
+
- split: validation
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101 |
+
path: primary_task/validation-*
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102 |
+
- config_name: secondary_task
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103 |
+
data_files:
|
104 |
+
- split: train
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path: secondary_task/train-*
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106 |
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- split: validation
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path: secondary_task/validation-*
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+
---
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109 |
+
|
110 |
+
# Dataset Card for "tydiqa"
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111 |
+
|
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+
## Table of Contents
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113 |
+
- [Dataset Description](#dataset-description)
|
114 |
+
- [Dataset Summary](#dataset-summary)
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115 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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116 |
+
- [Languages](#languages)
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117 |
+
- [Dataset Structure](#dataset-structure)
|
118 |
+
- [Data Instances](#data-instances)
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119 |
+
- [Data Fields](#data-fields)
|
120 |
+
- [Data Splits](#data-splits)
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121 |
+
- [Dataset Creation](#dataset-creation)
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122 |
+
- [Curation Rationale](#curation-rationale)
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123 |
+
- [Source Data](#source-data)
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124 |
+
- [Annotations](#annotations)
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125 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
126 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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127 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
128 |
+
- [Discussion of Biases](#discussion-of-biases)
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129 |
+
- [Other Known Limitations](#other-known-limitations)
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130 |
+
- [Additional Information](#additional-information)
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131 |
+
- [Dataset Curators](#dataset-curators)
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132 |
+
- [Licensing Information](#licensing-information)
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133 |
+
- [Citation Information](#citation-information)
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134 |
+
- [Contributions](#contributions)
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+
|
136 |
+
## Dataset Description
|
137 |
+
|
138 |
+
- **Homepage:** [https://github.com/google-research-datasets/tydiqa](https://github.com/google-research-datasets/tydiqa)
|
139 |
+
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
140 |
+
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
141 |
+
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
142 |
+
- **Size of downloaded dataset files:** 3.91 GB
|
143 |
+
- **Size of the generated dataset:** 6.10 GB
|
144 |
+
- **Total amount of disk used:** 10.00 GB
|
145 |
+
|
146 |
+
### Dataset Summary
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147 |
+
|
148 |
+
TyDi QA is a question answering dataset covering 11 typologically diverse languages with 204K question-answer pairs.
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149 |
+
The languages of TyDi QA are diverse with regard to their typology -- the set of linguistic features that each language
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150 |
+
expresses -- such that we expect models performing well on this set to generalize across a large number of the languages
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151 |
+
in the world. It contains language phenomena that would not be found in English-only corpora. To provide a realistic
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152 |
+
information-seeking task and avoid priming effects, questions are written by people who want to know the answer, but
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153 |
+
don’t know the answer yet, (unlike SQuAD and its descendents) and the data is collected directly in each language without
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154 |
+
the use of translation (unlike MLQA and XQuAD).
|
155 |
+
|
156 |
+
### Supported Tasks and Leaderboards
|
157 |
+
|
158 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
159 |
+
|
160 |
+
### Languages
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161 |
+
|
162 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
163 |
+
|
164 |
+
## Dataset Structure
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165 |
+
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166 |
+
### Data Instances
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167 |
+
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168 |
+
#### primary_task
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169 |
+
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170 |
+
- **Size of downloaded dataset files:** 1.95 GB
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171 |
+
- **Size of the generated dataset:** 6.04 GB
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172 |
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- **Total amount of disk used:** 7.99 GB
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173 |
+
|
174 |
+
An example of 'validation' looks as follows.
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+
```
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+
This example was too long and was cropped:
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177 |
+
|
178 |
+
{
|
179 |
+
"annotations": {
|
180 |
+
"minimal_answers_end_byte": [-1, -1, -1],
|
181 |
+
"minimal_answers_start_byte": [-1, -1, -1],
|
182 |
+
"passage_answer_candidate_index": [-1, -1, -1],
|
183 |
+
"yes_no_answer": ["NONE", "NONE", "NONE"]
|
184 |
+
},
|
185 |
+
"document_plaintext": "\"\\nรองศาสตราจารย์[1] หม่อมราชวงศ์สุขุมพันธุ์ บริพัตร (22 กันยายน 2495 -) ผู้ว่าราชการกรุงเทพมหานครคนที่ 15 อดีตรองหัวหน้าพรรคปร...",
|
186 |
+
"document_title": "หม่อมราชวงศ์สุขุมพันธุ์ บริพัตร",
|
187 |
+
"document_url": "\"https://th.wikipedia.org/wiki/%E0%B8%AB%E0%B8%A1%E0%B9%88%E0%B8%AD%E0%B8%A1%E0%B8%A3%E0%B8%B2%E0%B8%8A%E0%B8%A7%E0%B8%87%E0%B8%...",
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188 |
+
"language": "thai",
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189 |
+
"passage_answer_candidates": "{\"plaintext_end_byte\": [494, 1779, 2931, 3904, 4506, 5588, 6383, 7122, 8224, 9375, 10473, 12563, 15134, 17765, 19863, 21902, 229...",
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+
"question_text": "\"หม่อมราชวงศ์สุขุมพันธุ์ บริพัตร เรียนจบจากที่ไหน ?\"..."
|
191 |
+
}
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192 |
+
```
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+
|
194 |
+
#### secondary_task
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195 |
+
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- **Size of downloaded dataset files:** 1.95 GB
|
197 |
+
- **Size of the generated dataset:** 58.03 MB
|
198 |
+
- **Total amount of disk used:** 2.01 GB
|
199 |
+
|
200 |
+
An example of 'validation' looks as follows.
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+
```
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+
This example was too long and was cropped:
|
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+
|
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+
{
|
205 |
+
"answers": {
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"answer_start": [394],
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"text": ["بطولتين"]
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+
},
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"context": "\"أقيمت البطولة 21 مرة، شارك في النهائيات 78 دولة، وعدد الفرق التي فازت بالبطولة حتى الآن 8 فرق، ويعد المنتخب البرازيلي الأكثر تت...",
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210 |
+
"id": "arabic-2387335860751143628-1",
|
211 |
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"question": "\"كم عدد مرات فوز الأوروغواي ببطولة كاس العالم لكرو القدم؟\"...",
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212 |
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"title": "قائمة نهائيات كأس العالم"
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213 |
+
}
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214 |
+
```
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215 |
+
|
216 |
+
### Data Fields
|
217 |
+
|
218 |
+
The data fields are the same among all splits.
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+
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+
#### primary_task
|
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+
- `passage_answer_candidates`: a dictionary feature containing:
|
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+
- `plaintext_start_byte`: a `int32` feature.
|
223 |
+
- `plaintext_end_byte`: a `int32` feature.
|
224 |
+
- `question_text`: a `string` feature.
|
225 |
+
- `document_title`: a `string` feature.
|
226 |
+
- `language`: a `string` feature.
|
227 |
+
- `annotations`: a dictionary feature containing:
|
228 |
+
- `passage_answer_candidate_index`: a `int32` feature.
|
229 |
+
- `minimal_answers_start_byte`: a `int32` feature.
|
230 |
+
- `minimal_answers_end_byte`: a `int32` feature.
|
231 |
+
- `yes_no_answer`: a `string` feature.
|
232 |
+
- `document_plaintext`: a `string` feature.
|
233 |
+
- `document_url`: a `string` feature.
|
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+
|
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+
#### secondary_task
|
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+
- `id`: a `string` feature.
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+
- `title`: a `string` feature.
|
238 |
+
- `context`: a `string` feature.
|
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+
- `question`: a `string` feature.
|
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+
- `answers`: a dictionary feature containing:
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+
- `text`: a `string` feature.
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+
- `answer_start`: a `int32` feature.
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+
|
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+
### Data Splits
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+
|
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| name | train | validation |
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+
| -------------- | -----: | ---------: |
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| primary_task | 166916 | 18670 |
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+
| secondary_task | 49881 | 5077 |
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+
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+
## Dataset Creation
|
252 |
+
|
253 |
+
### Curation Rationale
|
254 |
+
|
255 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
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+
|
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+
### Source Data
|
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+
|
259 |
+
#### Initial Data Collection and Normalization
|
260 |
+
|
261 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
|
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+
#### Who are the source language producers?
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+
|
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+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
|
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+
### Annotations
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268 |
+
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#### Annotation process
|
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+
|
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+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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#### Who are the annotators?
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+
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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### Personal and Sensitive Information
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278 |
+
|
279 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
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+
|
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+
## Considerations for Using the Data
|
282 |
+
|
283 |
+
### Social Impact of Dataset
|
284 |
+
|
285 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
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+
|
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+
### Discussion of Biases
|
288 |
+
|
289 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
290 |
+
|
291 |
+
### Other Known Limitations
|
292 |
+
|
293 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
294 |
+
|
295 |
+
## Additional Information
|
296 |
+
|
297 |
+
### Dataset Curators
|
298 |
+
|
299 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
300 |
+
|
301 |
+
### Licensing Information
|
302 |
+
|
303 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
304 |
+
|
305 |
+
### Citation Information
|
306 |
+
|
307 |
+
```
|
308 |
+
@article{tydiqa,
|
309 |
+
title = {TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages},
|
310 |
+
author = {Jonathan H. Clark and Eunsol Choi and Michael Collins and Dan Garrette and Tom Kwiatkowski and Vitaly Nikolaev and Jennimaria Palomaki}
|
311 |
+
year = {2020},
|
312 |
+
journal = {Transactions of the Association for Computational Linguistics}
|
313 |
+
}
|
314 |
+
|
315 |
+
```
|
316 |
+
|
317 |
+
|
318 |
+
### Contributions
|
319 |
+
|
320 |
+
Thanks to [@thomwolf](https://github.com/thomwolf), [@albertvillanova](https://github.com/albertvillanova), [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset.
|