Datasets:

Sub-tasks:
extractive-qa
Multilinguality:
multilingual
Size Categories:
unknown
Language Creators:
crowdsourced
Annotations Creators:
crowdsourced
Source Datasets:
extended|wikipedia
Tags:
License:
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+ ---
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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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+ language:
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+ - ar
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+ - bn
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+ - en
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+ - fi
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+ - id
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+ - ja
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+ - ko
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+ - ru
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+ - sw
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+ - te
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+ - th
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+ license:
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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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+ - [Dataset Description](#dataset-description)
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+ - [Dataset Summary](#dataset-summary)
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+ - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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+ - [Languages](#languages)
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+ - [Dataset Structure](#dataset-structure)
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+ - [Data Instances](#data-instances)
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+ - [Data Fields](#data-fields)
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+ - [Data Splits](#data-splits)
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+ - [Dataset Creation](#dataset-creation)
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+ - [Curation Rationale](#curation-rationale)
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+ - [Source Data](#source-data)
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+ - [Annotations](#annotations)
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+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
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+ - [Considerations for Using the Data](#considerations-for-using-the-data)
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+ - [Social Impact of Dataset](#social-impact-of-dataset)
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+ - [Discussion of Biases](#discussion-of-biases)
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+ - [Other Known Limitations](#other-known-limitations)
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+ - [Additional Information](#additional-information)
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+ - [Dataset Curators](#dataset-curators)
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+ - [Licensing Information](#licensing-information)
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+ - [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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+ - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Size of downloaded dataset files:** 3726.74 MB
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+ - **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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+
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+ ### Supported Tasks and Leaderboards
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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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+ ### 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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+
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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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+ {
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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
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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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+
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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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+ - `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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+
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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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+
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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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+
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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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+
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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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+ ## Considerations for Using the Data
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+
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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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+
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+ ## Additional Information
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+
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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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+
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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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+
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+ ### Citation Information
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+
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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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+ ```
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+
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+
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+ ### Contributions
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+
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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.
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