SQuAD (Stanford Question Answering Dataset)


Stanford Question Answering Dataset (SQuAD) is a new reading comprehension dataset, consisting of questions posed by crowdworkers on a set of Wikipedia articles, where the answer to every question is a segment of text, or span, from the corresponding reading passage.



See also:

Visual Question Answering

Squad: 100,000+ questions for machine comprehension of text P Rajpurkar, J Zhang, K Lopyrev, P Liang – arXiv preprint arXiv: …, 2016 – arxiv.org Page 1. SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar and Jian Zhang and Konstantin Lopyrev and Percy Liang 1pranavsr,zjian,klopyrev,pliangl@cs. stanford.edu Computer Science Department Stanford University Abstract … Cited by 7

Machine comprehension using match-lstm and answer pointer S Wang, J Jiang – arXiv preprint arXiv:1608.07905, 2016 – arxiv.org … Machine comprehension of text is an important problem in natural language pro- cessing. A recently released dataset, the Stanford Question Answering Dataset (SQuAD), offers a large number of real questions and their answers created by humans through crowdsourcing. … Cited by 4

Dynamic Coattention Networks For Question Answering C Xiong, V Zhong, R Socher – arXiv preprint arXiv:1611.01604, 2016 – arxiv.org … incorrect answers. On the Stanford question answering dataset, a single DCN model improves the previous state of the art from 71.0% F1 to 75.9%, while a DCN ensemble obtains 80.4% F1. 1 INTRODUCTION Question answering …

End-to-End Reading Comprehension with Dynamic Answer Chunk Ranking Y Yu, W Zhang, K Hasan, M Yu, B Xiang… – arXiv preprint arXiv: …, 2016 – arxiv.org … The experiments on the Stanford Question Answering Dataset (SQuAD) (Rajpurkar et al. 2016), which contains a variety of human-generated factoid and non-factoid questions, have shown the effective- ness of above three contributions. Our paper is organized as follows. …

Words or Characters? Fine-grained Gating for Reading Comprehension Z Yang, B Dhingra, Y Yuan, J Hu, WW Cohen… – arXiv preprint arXiv: …, 2016 – arxiv.org … results. 4.2.2 SQUAD The Stanford Question Answering Dataset (SQuAD) is a reading comprehension dataset collected recently (Rajpurkar et al., 2016). It contains 23,215 paragraphs come from 536 Wikipedia articles. Unlike …