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A Span-Extraction Dataset for Chinese Machine Reading Comprehension

Authors :
Cui, Yiming
Liu, Ting
Che, Wanxiang
Xiao, Li
Chen, Zhipeng
Ma, Wentao
Wang, Shijin
Hu, Guoping
Source :
EMNLP 2019 5886-5891
Publication Year :
2018

Abstract

Machine Reading Comprehension (MRC) has become enormously popular recently and has attracted a lot of attention. However, the existing reading comprehension datasets are mostly in English. In this paper, we introduce a Span-Extraction dataset for Chinese machine reading comprehension to add language diversities in this area. The dataset is composed by near 20,000 real questions annotated on Wikipedia paragraphs by human experts. We also annotated a challenge set which contains the questions that need comprehensive understanding and multi-sentence inference throughout the context. We present several baseline systems as well as anonymous submissions for demonstrating the difficulties in this dataset. With the release of the dataset, we hosted the Second Evaluation Workshop on Chinese Machine Reading Comprehension (CMRC 2018). We hope the release of the dataset could further accelerate the Chinese machine reading comprehension research. Resources are available: https://github.com/ymcui/cmrc2018<br />Comment: 6 pages, accepted as a conference paper at EMNLP-IJCNLP 2019 (short paper)

Details

Database :
arXiv
Journal :
EMNLP 2019 5886-5891
Publication Type :
Report
Accession number :
edsarx.1810.07366
Document Type :
Working Paper
Full Text :
https://doi.org/10.18653/v1/D19-1600