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Dataset Card for KorQuAD v2.1
Dataset Summary
KorQuAD 2.0 is a Korean question and answering dataset consisting of a total of 100,000+ pairs. There are three major differences from KorQuAD 1.0, which is the standard Korean Q & A data. The first is that a given document is a whole Wikipedia page, not just one or two paragraphs. Second, because the document also contains tables and lists, it is necessary to understand the document structured with HTML tags. Finally, the answer can be a long text covering not only word or phrase units, but paragraphs, tables, and lists.
Supported Tasks and Leaderboards
question-answering
Languages
Korean
Dataset Structure
Follows the standart SQuAD format. There is only 1 answer per question
Data Instances
An example from the data set looks as follows:
{'answer': {'answer_start': 3873,
'html_answer_start': 16093,
'text': '20,890 ํ'},
'context': '<!DOCTYPE html>\n<html>\n<head>\n<meta>\n<title>์ฌ๊ท์ธ - ์ํค๋ฐฑ๊ณผ, ์ฐ๋ฆฌ ๋ชจ๋์ ๋ฐฑ๊ณผ์ฌ์ </title>\n\n\n<link>\n.....[omitted]',
'id': '36615',
'question': '์ฌ๊ท์ธ์ 17๋ ์ง๋ฐฉ ์ ๊ฑฐ์์ ๋ช ํ๋ฅผ ๋ํํ์๋๊ฐ?',
'raw_html': '<!DOCTYPE html>\n<html c ...[omitted]',
'title': '์ฌ๊ท์ธ',
'url': 'https://ko.wikipedia.org/wiki/์ฌ๊ท์ธ'}
Data Fields
{'id': Value(dtype='string', id=None),
'title': Value(dtype='string', id=None),
'context': Value(dtype='string', id=None),
'question': Value(dtype='string', id=None),
'answer': {'text': Value(dtype='string', id=None),
'answer_start': Value(dtype='int32', id=None),
'html_answer_start': Value(dtype='int32', id=None)},
'url': Value(dtype='string', id=None),
'raw_html': Value(dtype='string', id=None)}
Data Splits
- Train : 83486
- Validation: 10165
Dataset Creation
Curation Rationale
[More Information Needed]
Source Data
Wikipedia
Initial Data Collection and Normalization
[More Information Needed]
Who are the source language producers?
[More Information Needed]
Annotations
Annotation process
[More Information Needed]
Who are the annotators?
[More Information Needed]
Personal and Sensitive Information
[More Information Needed]
Considerations for Using the Data
Social Impact of Dataset
[More Information Needed]
Discussion of Biases
[More Information Needed]
Other Known Limitations
[More Information Needed]
Additional Information
Dataset Curators
[More Information Needed]
Licensing Information
Citation Information
@article{NODE09353166,
author={Youngmin Kim,Seungyoung Lim;Hyunjeong Lee;Soyoon Park;Myungji Kim},
title={{KorQuAD 2.0: Korean QA Dataset for Web Document Machine Comprehension}},
booltitle={{Journal of KIISE ์ 47๊ถ ์ 6ํธ}},
journal={{Journal of KIISE}},
volume={{47}},
issue={{6}},
publisher={The Korean Institute of Information Scientists and Engineers},
year={2020},
ISSN={{2383-630X}},
pages={577-586},
url={http://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE09353166}}
Contributions
Thanks to @cceyda for adding this dataset.
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