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1 |
+
---
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+
pretty_name: TyDi QA
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annotations_creators:
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- crowdsourced
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+
language_creators:
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- crowdsourced
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languages:
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- en
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- ar
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- bn
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- fi
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- id
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- ja
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- sw
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- ko
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- ru
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- te
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- th
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licenses:
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- apache-2.0
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+
multilinguality:
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- multilingual
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+
size_categories:
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- unknown
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+
source_datasets:
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+
- extended|wikipedia
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+
task_categories:
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- question-answering
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task_ids:
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- extractive-qa
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paperswithcode_id: tydi-qa
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+
---
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+
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+
# Dataset Card for "tydiqa"
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+
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+
## Table of Contents
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37 |
+
- [Dataset Description](#dataset-description)
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38 |
+
- [Dataset Summary](#dataset-summary)
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39 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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40 |
+
- [Languages](#languages)
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41 |
+
- [Dataset Structure](#dataset-structure)
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42 |
+
- [Data Instances](#data-instances)
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43 |
+
- [Data Fields](#data-fields)
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44 |
+
- [Data Splits](#data-splits)
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+
- [Dataset Creation](#dataset-creation)
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46 |
+
- [Curation Rationale](#curation-rationale)
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47 |
+
- [Source Data](#source-data)
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48 |
+
- [Annotations](#annotations)
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49 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
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50 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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51 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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52 |
+
- [Discussion of Biases](#discussion-of-biases)
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53 |
+
- [Other Known Limitations](#other-known-limitations)
|
54 |
+
- [Additional Information](#additional-information)
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55 |
+
- [Dataset Curators](#dataset-curators)
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56 |
+
- [Licensing Information](#licensing-information)
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57 |
+
- [Citation Information](#citation-information)
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+
- [Contributions](#contributions)
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+
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+
## Dataset Description
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+
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+
- **Homepage:** [https://github.com/google-research-datasets/tydiqa](https://github.com/google-research-datasets/tydiqa)
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63 |
+
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
64 |
+
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
65 |
+
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
66 |
+
- **Size of downloaded dataset files:** 3726.74 MB
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67 |
+
- **Size of the generated dataset:** 5812.92 MB
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- **Total amount of disk used:** 9539.67 MB
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+
|
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### Dataset Summary
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+
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+
TyDi QA is a question answering dataset covering 11 typologically diverse languages with 204K question-answer pairs.
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The languages of TyDi QA are diverse with regard to their typology -- the set of linguistic features that each language
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expresses -- such that we expect models performing well on this set to generalize across a large number of the languages
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in the world. It contains language phenomena that would not be found in English-only corpora. To provide a realistic
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information-seeking task and avoid priming effects, questions are written by people who want to know the answer, but
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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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the use of translation (unlike MLQA and XQuAD).
|
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+
|
80 |
+
### Supported Tasks and Leaderboards
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+
|
82 |
+
[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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+
### Languages
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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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+
## Dataset Structure
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+
|
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### Data Instances
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|
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#### primary_task
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- **Size of downloaded dataset files:** 1863.37 MB
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- **Size of the generated dataset:** 5757.59 MB
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- **Total amount of disk used:** 7620.96 MB
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+
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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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"annotations": {
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"minimal_answers_end_byte": [-1, -1, -1],
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"minimal_answers_start_byte": [-1, -1, -1],
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"passage_answer_candidate_index": [-1, -1, -1],
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"yes_no_answer": ["NONE", "NONE", "NONE"]
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},
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"document_plaintext": "\"\\nรองศาสตราจารย์[1] หม่อมราชวงศ์สุขุมพันธุ์ บริพัตร (22 กันยายน 2495 -) ผู้ว่าราชการกรุงเทพมหานครคนที่ 15 อดีตรองหัวหน้าพรรคปร...",
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"document_title": "หม่อมราชวงศ์สุขุมพันธุ์ บริพัตร",
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"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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"language": "thai",
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"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 ?\"..."
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+
}
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+
```
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+
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+
#### secondary_task
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+
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- **Size of downloaded dataset files:** 1863.37 MB
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- **Size of the generated dataset:** 55.34 MB
|
122 |
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- **Total amount of disk used:** 1918.71 MB
|
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+
|
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+
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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{
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"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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"id": "arabic-2387335860751143628-1",
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"question": "\"كم عدد مرات فوز الأوروغواي ببطولة كاس العالم لكرو القدم؟\"...",
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"title": "قائمة نهائيات كأس العالم"
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}
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```
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+
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### Data Fields
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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.
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+
- `plaintext_end_byte`: a `int32` feature.
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+
- `question_text`: a `string` feature.
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+
- `document_title`: a `string` feature.
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+
- `language`: a `string` feature.
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+
- `annotations`: a dictionary feature containing:
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+
- `passage_answer_candidate_index`: a `int32` feature.
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153 |
+
- `minimal_answers_start_byte`: a `int32` feature.
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+
- `minimal_answers_end_byte`: a `int32` feature.
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+
- `yes_no_answer`: a `string` feature.
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+
- `document_plaintext`: a `string` feature.
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+
- `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.
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- `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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| 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
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+
|
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### Curation Rationale
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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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### Source Data
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+
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#### Initial Data Collection and Normalization
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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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#### 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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### Annotations
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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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#### Who are the annotators?
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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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### Personal and Sensitive Information
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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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## Considerations for Using the Data
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### Social Impact of Dataset
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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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### Discussion of Biases
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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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+
### Other Known Limitations
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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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## Additional Information
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### Dataset Curators
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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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### Licensing Information
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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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### Citation Information
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```
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@article{tydiqa,
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title = {TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages},
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author = {Jonathan H. Clark and Eunsol Choi and Michael Collins and Dan Garrette and Tom Kwiatkowski and Vitaly Nikolaev and Jennimaria Palomaki}
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year = {2020},
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journal = {Transactions of the Association for Computational Linguistics}
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}
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```
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### Contributions
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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.
|