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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…

Computation and Language · Computer Science 2019-11-05 Yiming Cui , Ting Liu , Wanxiang Che , Li Xiao , Zhipeng Chen , Wentao Ma , Shijin Wang , Guoping Hu

Machine Reading Comprehension (MRC) has become enormously popular recently and has attracted a lot of attention. However, existing reading comprehension datasets are mostly in English. To add diversity in reading comprehension datasets, in…

Computation and Language · Computer Science 2018-03-16 Yiming Cui , Ting Liu , Zhipeng Chen , Wentao Ma , Shijin Wang , Guoping Hu

We present Native Chinese Reader (NCR), a new machine reading comprehension (MRC) dataset with particularly long articles in both modern and classical Chinese. NCR is collected from the exam questions for the Chinese course in China's high…

Computation and Language · Computer Science 2021-12-15 Shusheng Xu , Yichen Liu , Xiaoyu Yi , Siyuan Zhou , Huizi Li , Yi Wu

This paper introduces DuReader, a new large-scale, open-domain Chinese ma- chine reading comprehension (MRC) dataset, designed to address real-world MRC. DuReader has three advantages over previous MRC datasets: (1) data sources: questions…

Computation and Language · Computer Science 2018-06-12 Wei He , Kai Liu , Jing Liu , Yajuan Lyu , Shiqi Zhao , Xinyan Xiao , Yuan Liu , Yizhong Wang , Hua Wu , Qiaoqiao She , Xuan Liu , Tian Wu , Haifeng Wang

Owing to the continuous efforts by the Chinese NLP community, more and more Chinese machine reading comprehension datasets become available. To add diversity in this area, in this paper, we propose a new task called Sentence Cloze-style…

Computation and Language · Computer Science 2021-05-17 Yiming Cui , Ting Liu , Ziqing Yang , Zhipeng Chen , Wentao Ma , Wanxiang Che , Shijin Wang , Guoping Hu

Machine Reading Comprehension (MRC) is a task that requires machine to understand natural language and answer questions by reading a document. It is the core of automatic response technology such as chatbots and automatized customer…

Computation and Language · Computer Science 2019-09-18 Seungyoung Lim , Myungji Kim , Jooyoul Lee

Machine reading comprehension (MRC) requires reasoning about both the knowledge involved in a document and knowledge about the world. However, existing datasets are typically dominated by questions that can be well solved by context…

Computation and Language · Computer Science 2018-09-13 Yibo Sun , Daya Guo , Duyu Tang , Nan Duan , Zhao Yan , Xiaocheng Feng , Bing Qin

Machine reading comprehension tasks require a machine reader to answer questions relevant to the given document. In this paper, we present the first free-form multiple-Choice Chinese machine reading Comprehension dataset (C^3), containing…

Computation and Language · Computer Science 2019-12-18 Kai Sun , Dian Yu , Dong Yu , Claire Cardie

Humans often have to read multiple documents to address their information needs. However, most existing reading comprehension (RC) tasks only focus on questions for which the contexts provide all the information required to answer them,…

Computation and Language · Computer Science 2020-11-17 James Ferguson , Matt Gardner , Hannaneh Hajishirzi , Tushar Khot , Pradeep Dasigi

Machine Reading Comprehension (MRC) is a challenging Natural Language Processing(NLP) research field with wide real-world applications. The great progress of this field in recent years is mainly due to the emergence of large-scale datasets…

Computation and Language · Computer Science 2020-10-22 Changchang Zeng , Shaobo Li , Qin Li , Jie Hu , Jianjun Hu

Machine Reading Comprehension (MRC) aims to extract answers to questions given a passage. It has been widely studied recently, especially in open domains. However, few efforts have been made on closed-domain MRC, mainly due to the lack of…

Computation and Language · Computer Science 2021-08-23 Taolin Zhang , Chengyu Wang , Minghui Qiu , Bite Yang , Xiaofeng He , Jun Huang

In recent years, low-resource Machine Reading Comprehension (MRC) has made significant progress, with models getting remarkable performance on various language datasets. However, none of these models have been customized for the Urdu…

Computation and Language · Computer Science 2021-11-04 Samreen Kazi , Shakeel Khoja

We present RACE, a new dataset for benchmark evaluation of methods in the reading comprehension task. Collected from the English exams for middle and high school Chinese students in the age range between 12 to 18, RACE consists of near…

Computation and Language · Computer Science 2017-12-07 Guokun Lai , Qizhe Xie , Hanxiao Liu , Yiming Yang , Eduard Hovy

Machine reading comprehension (MRC) is a crucial task in natural language processing and has achieved remarkable advancements. However, most of the neural MRC models are still far from robust and fail to generalize well in real-world…

Computation and Language · Computer Science 2021-07-22 Hongxuan Tang , Hongyu Li , Jing Liu , Yu Hong , Hua Wu , Haifeng Wang

We present a Chinese judicial reading comprehension (CJRC) dataset which contains approximately 10K documents and almost 50K questions with answers. The documents come from judgment documents and the questions are annotated by law experts.…

Computation and Language · Computer Science 2019-12-21 Xingyi Duan , Baoxin Wang , Ziyue Wang , Wentao Ma , Yiming Cui , Dayong Wu , Shijin Wang , Ting Liu , Tianxiang Huo , Zhen Hu , Heng Wang , Zhiyuan Liu

Though the community has made great progress on Machine Reading Comprehension (MRC) task, most of the previous works are solving English-based MRC problems, and there are few efforts on other languages mainly due to the lack of large-scale…

Computation and Language · Computer Science 2019-11-05 Yiming Cui , Wanxiang Che , Ting Liu , Bing Qin , Shijin Wang , Guoping Hu

To provide a survey on the existing tasks and models in Machine Reading Comprehension (MRC), this report reviews: 1) the dataset collection and performance evaluation of some representative simple-reasoning and complex-reasoning MRC tasks;…

Computation and Language · Computer Science 2020-01-24 Chao Wang

Over 97 million people speak Vietnamese as their native language in the world. However, there are few research studies on machine reading comprehension (MRC) for Vietnamese, the task of understanding a text and answering questions related…

Computation and Language · Computer Science 2020-11-10 Kiet Van Nguyen , Duc-Vu Nguyen , Anh Gia-Tuan Nguyen , Ngan Luu-Thuy Nguyen

We present DREAM, the first dialogue-based multiple-choice reading comprehension dataset. Collected from English-as-a-foreign-language examinations designed by human experts to evaluate the comprehension level of Chinese learners of…

Computation and Language · Computer Science 2019-02-04 Kai Sun , Dian Yu , Jianshu Chen , Dong Yu , Yejin Choi , Claire Cardie

We present Persian Question Answering Dataset (PQuAD), a crowdsourced reading comprehension dataset on Persian Wikipedia articles. It includes 80,000 questions along with their answers, with 25% of the questions being adversarially…

Computation and Language · Computer Science 2023-02-22 Kasra Darvishi , Newsha Shahbodagh , Zahra Abbasiantaeb , Saeedeh Momtazi
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