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Neural Machine Reading Comprehension: Methods and Trends

2 July 2019

Papers citing "Neural Machine Reading Comprehension: Methods and Trends"

50 / 73 papers shown

Title
SemEval-2016 Task 4: Sentiment Analysis in Twitter Preslav Nakov Alan Ritter Sara Rosenthal Fabrizio Sebastiani Veselin Stoyanov 61 341 0 03 Dec 2019
A Survey on Neural Machine Reading Comprehension Boyu Qiu Xu Chen Jungang Xu Yingfei Sun FaML AIMat 53 31 0 10 Jun 2019
Multi-step Retriever-Reader Interaction for Scalable Open-domain Question Answering Rajarshi Das Shehzaad Dhuliawala Manzil Zaheer Andrew McCallum RALM LRM 51 164 0 14 May 2019
Leveraging Knowledge Bases in LSTMs for Improving Machine Reading Bishan Yang Tom Michael Mitchell 84 248 0 25 Feb 2019
HAS-QA: Hierarchical Answer Spans Model for Open-domain Question Answering Liang Pang Yanyan Lan Jiafeng Guo Jun Xu Lixin Su Xueqi Cheng 71 37 0 12 Jan 2019
SDNet: Contextualized Attention-based Deep Network for Conversational Question Answering Chenguang Zhu Michael Zeng Xuedong Huang 71 125 0 10 Dec 2018
Convolutional Spatial Attention Model for Reading Comprehension with Multiple-Choice Questions Zhongfu Chen Yiming Cui Wentao Ma Shijin Wang Guoping Hu 56 31 0 21 Nov 2018
U-Net: Machine Reading Comprehension with Unanswerable Questions Fu Sun Linyang Li Xipeng Qiu Yang Liu 82 47 0 12 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
Ranking Paragraphs for Improving Answer Recall in Open-Domain Question Answering Jinhyuk Lee Seongjun Yun Hyunjae Kim Miyoung Ko Jaewoo Kang RALM 55 88 0 01 Oct 2018
A Qualitative Comparison of CoQA, SQuAD 2.0 and QuAC Mark Yatskar 72 97 0 27 Sep 2018
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 215 2,703 0 25 Sep 2018
Knowledge Based Machine Reading Comprehension Yibo Sun Daya Guo Duyu Tang Nan Duan Zhao Yan Xiaocheng Feng Bing Qin 32 4 0 12 Sep 2018
CoQA: A Conversational Question Answering Challenge Siva Reddy Danqi Chen Christopher D. Manning RALM HAI 116 1,212 0 21 Aug 2018
QuAC : Question Answering in Context Eunsol Choi He He Mohit Iyyer Mark Yatskar Wen-tau Yih Yejin Choi Percy Liang Luke Zettlemoyer 150 828 0 21 Aug 2018
Read + Verify: Machine Reading Comprehension with Unanswerable Questions Minghao Hu Furu Wei Yuxing Peng Zhen Huang Nan Yang Ming Zhou RALM FaML 65 156 0 17 Aug 2018
How Much Reading Does Reading Comprehension Require? A Critical Investigation of Popular Benchmarks Divyansh Kaushik Zachary Chase Lipton ELM 90 233 0 14 Aug 2018
Efficient and Robust Question Answering from Minimal Context over Documents Sewon Min Victor Zhong R. Socher Caiming Xiong AAML 75 163 0 21 May 2018
Knowledgeable Reader: Enhancing Cloze-Style Reading Comprehension with External Commonsense Knowledge Todor Mihaylov Anette Frank KELM 72 179 0 21 May 2018
QANet: Combining Local Convolution with Global Self-Attention for Reading Comprehension Adams Wei Yu David Dohan Minh-Thang Luong Rui Zhao Kai Chen Mohammad Norouzi Quoc V. Le RALM AIMat 112 1,095 0 23 Apr 2018
DuoRC: Towards Complex Language Understanding with Paraphrased Reading Comprehension Amrita Saha Rahul Aralikatte Mitesh M. Khapra Karthik Sankaranarayanan 82 197 0 21 Apr 2018
Training a Ranking Function for Open-Domain Question Answering Phu Mon Htut Samuel R. Bowman Kyunghyun Cho RALM OOD 71 49 0 12 Apr 2018
CliCR: A Dataset of Clinical Case Reports for Machine Reading Comprehension Simon Suster Walter Daelemans 76 89 0 26 Mar 2018
MCScript: A Novel Dataset for Assessing Machine Comprehension Using Script Knowledge Simon Ostermann Ashutosh Modi Michael Roth Stefan Thater Manfred Pinkal 53 105 0 14 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 235 11,569 0 15 Feb 2018
The NarrativeQA Reading Comprehension Challenge Tomás Kociský Jonathan Richard Schwarz Phil Blunsom Chris Dyer Karl Moritz Hermann Gábor Melis Edward Grefenstette 142 787 0 19 Dec 2017
DuReader: a Chinese Machine Reading Comprehension Dataset from Real-world Applications Wei He Kai Liu Jing Liu Yajuan Lyu Shiqi Zhao ... Hua Wu Qiaoqiao She Xuan Liu Tian Wu Haifeng Wang RALM 71 279 0 14 Nov 2017
Large-scale Cloze Test Dataset Created by Teachers Qizhe Xie Guokun Lai Zihang Dai Eduard H. Hovy ELM 66 75 0 09 Nov 2017
DCN+: Mixed Objective and Deep Residual Coattention for Question Answering Caiming Xiong Victor Zhong R. Socher 90 109 0 31 Oct 2017
Simple and Effective Multi-Paragraph Reading Comprehension Christopher Clark Matt Gardner RALM 107 459 0 29 Oct 2017
Smarnet: Teaching Machines to Read and Comprehend Like Human Zheqian Chen Rongqin Yang Bin Cao Zhou Zhao Deng Cai Xiaofei He 83 22 0 08 Oct 2017
Learned in Translation: Contextualized Word Vectors Bryan McCann James Bradbury Caiming Xiong R. Socher 126 910 0 01 Aug 2017
MEMEN: Multi-layer Embedding with Memory Networks for Machine Comprehension Boyuan Pan Hao Li Zhou Zhao Bin Cao Deng Cai Xiaofei He 110 84 0 28 Jul 2017
Adversarial Examples for Evaluating Reading Comprehension Systems Robin Jia Percy Liang AAML ELM 213 1,609 0 23 Jul 2017
Quasar: Datasets for Question Answering by Search and Reading Bhuwan Dhingra Kathryn Mazaitis William W. Cohen RALM 104 185 0 12 Jul 2017
S-Net: From Answer Extraction to Answer Generation for Machine Reading Comprehension Chuanqi Tan Furu Wei Nan Yang Bowen Du Weifeng Lv M. Zhou RALM 97 92 0 15 Jun 2017
Zero-Shot Relation Extraction via Reading Comprehension Omer Levy Minjoon Seo Eunsol Choi Luke Zettlemoyer ReLM 86 699 0 13 Jun 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 811 132,725 0 12 Jun 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 245 2,692 0 09 May 2017
SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine Matthew Dunn Levent Sagun Mike Higgins V. U. Güney Volkan Cirik Kyunghyun Cho RALM 118 456 0 18 Apr 2017
RACE: Large-scale ReAding Comprehension Dataset From Examinations Guokun Lai Qizhe Xie Hanxiao Liu Yiming Yang Eduard H. Hovy ELM 205 1,359 0 15 Apr 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 121 2,019 0 31 Mar 2017
Exploring Question Understanding and Adaptation in Neural-Network-Based Question Answering Junbei Zhang Xiao-Dan Zhu Qian Chen Lirong Dai Si Wei Hui Jiang 76 54 0 14 Mar 2017
A Comparative Study of Word Embeddings for Reading Comprehension Bhuwan Dhingra Hanxiao Liu Ruslan Salakhutdinov William W. Cohen 51 40 0 02 Mar 2017
Multi-Perspective Context Matching for Machine Comprehension Zhiguo Wang Haitao Mi Wael Hamza Radu Florian RALM 62 159 0 13 Dec 2016
NewsQA: A Machine Comprehension Dataset Adam Trischler Tong Wang Xingdi Yuan Justin Harris Alessandro Sordoni Philip Bachman Kaheer Suleman 125 893 0 29 Nov 2016
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 184 2,748 0 28 Nov 2016
Words or Characters? Fine-grained Gating for Reading Comprehension Zhilin Yang Bhuwan Dhingra Ye Yuan Junjie Hu William W. Cohen Ruslan Salakhutdinov AI4CE 79 101 0 06 Nov 2016
Dynamic Coattention Networks For Question Answering Caiming Xiong Victor Zhong R. Socher AIMat 84 684 0 05 Nov 2016
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 135 2,091 0 05 Nov 2016