Machine Reading Comprehension: The Role of Contextualized Language Models and Beyond

13 May 2020

Rui Wang

Papers citing "Machine Reading Comprehension: The Role of Contextualized Language Models and Beyond"

50 / 165 papers shown

Title
Synthetic QA Corpora Generation with Roundtrip Consistency Chris Alberti D. Andor Emily Pitler Jacob Devlin Michael Collins SyDa 70 249 0 12 Jun 2019
Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension Yichen Jiang Nitish Joshi Yen-Chun Chen Joey Tianyi Zhou RALM 54 39 0 12 Jun 2019
Retrieve, Read, Rerank: Towards End-to-End Multi-Document Reading Comprehension Minghao Hu Yuxing Peng Zhen Huang Dongsheng Li RALM 51 59 0 11 Jun 2019
What Does BERT Look At? An Analysis of BERT's Attention Kevin Clark Urvashi Khandelwal Omer Levy Christopher D. Manning MILM 215 1,598 0 11 Jun 2019
A Survey on Neural Machine Reading Comprehension Boyu Qiu Xu Chen Jungang Xu Yingfei Sun FaML AIMat 40 31 0 10 Jun 2019
MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension Alon Talmor Jonathan Berant 81 173 0 31 May 2019
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions Christopher Clark Kenton Lee Ming-Wei Chang Tom Kwiatkowski Michael Collins Kristina Toutanova 224 1,527 0 24 May 2019
MCScript2.0: A Machine Comprehension Corpus Focused on Script Events and Participants Simon Ostermann Michael Roth Manfred Pinkal 54 47 0 23 May 2019
HellaSwag: Can a Machine Really Finish Your Sentence? Rowan Zellers Ari Holtzman Yonatan Bisk Ali Farhadi Yejin Choi 170 2,485 0 19 May 2019
Dynamically Fused Graph Network for Multi-hop Reasoning Yunxuan Xiao Yanru Qu Lin Qiu Hao Zhou Lei Li Weinan Zhang Yong Yu 71 191 0 16 May 2019
Entity-Relation Extraction as Multi-Turn Question Answering Xiaoya Li Fan Yin Zijun Sun Xiayu Li Arianna Yuan Duo Chai Mingxin Zhou Jiwei Li 67 347 0 14 May 2019
Cognitive Graph for Multi-Hop Reading Comprehension at Scale Ming Ding Chang Zhou Qibin Chen Hongxia Yang Jie Tang 75 226 0 14 May 2019
Unified Language Model Pre-training for Natural Language Understanding and Generation Li Dong Nan Yang Wenhui Wang Furu Wei Xiaodong Liu Yu Wang Jianfeng Gao M. Zhou H. Hon ELM AI4CE 220 1,556 0 08 May 2019
Understanding the Behaviors of BERT in Ranking Yifan Qiao Chenyan Xiong Zhenghao Liu Zhiyuan Liu 72 216 0 16 Apr 2019
Data Augmentation for BERT Fine-Tuning in Open-Domain Question Answering Wei Yang Yuqing Xie Luchen Tan Kun Xiong Ming Li Jimmy J. Lin RALM OOD 50 64 0 14 Apr 2019
Option Comparison Network for Multiple-choice Reading Comprehension Qiu Ran Peng Li Weiwei Hu Jie Zhou 39 61 0 07 Mar 2019
DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs Dheeru Dua Yizhong Wang Pradeep Dasigi Gabriel Stanovsky Sameer Singh Matt Gardner AIMat 96 955 0 01 Mar 2019
Multi-Relational Question Answering from Narratives: Machine Reading and Reasoning in Simulated Worlds I. Labutov Bishan Yang Anusha Prakash A. Azaria 49 14 0 25 Feb 2019
Improving Question Answering with External Knowledge Xiaoman Pan Kai Sun Dian Yu Jianshu Chen Heng Ji Claire Cardie Dong Yu KELM 55 66 0 03 Feb 2019
DREAM: A Challenge Dataset and Models for Dialogue-Based Reading Comprehension Kai Sun Dian Yu Jianshu Chen Dong Yu Yejin Choi Claire Cardie RALM AIMat 57 295 0 01 Feb 2019
Dual Co-Matching Network for Multi-choice Reading Comprehension Shuailiang Zhang Zhao Hai Yuwei Wu Zhuosheng Zhang Xi Zhou Xiaoping Zhou 67 131 0 27 Jan 2019
Assessing BERT's Syntactic Abilities Yoav Goldberg 71 495 0 16 Jan 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context Zihang Dai Zhilin Yang Yiming Yang J. Carbonell Quoc V. Le Ruslan Salakhutdinov VLM 241 3,728 0 09 Jan 2019
Multi-style Generative Reading Comprehension Kyosuke Nishida Itsumi Saito Kosuke Nishida Kazutoshi Shinoda Atsushi Otsuka Hisako Asano J. Tomita 51 71 0 08 Jan 2019
A Deep Cascade Model for Multi-Document Reading Comprehension Ming Yan Jiangnan Xia Chen Henry Wu Bin Bi Zhongzhou Zhao Ji Zhang Luo Si Rui Wang Wei Wang Haiqing Chen 51 51 0 28 Nov 2018
Convolutional Spatial Attention Model for Reading Comprehension with Multiple-Choice Questions Zhongfu Chen Yiming Cui Wentao Ma Shijin Wang Guoping Hu 52 31 0 21 Nov 2018
Effective Subword Segmentation for Text Comprehension Zhuosheng Zhang Antonio Lieto Kangwei Ling Jiangtong Li Z. Li Shexia He Guohong Fu 53 28 0 06 Nov 2018
CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge Alon Talmor Jonathan Herzig Nicholas Lourie Jonathan Berant RALM 140 1,733 0 02 Nov 2018
Improving Machine Reading Comprehension with General Reading Strategies Kai Sun Dian Yu Dong Yu Claire Cardie AI4CE 71 116 0 31 Oct 2018
ReCoRD: Bridging the Gap between Human and Machine Commonsense Reading Comprehension Sheng Zhang Xiaodong Liu Jingjing Liu Jianfeng Gao Kevin Duh Benjamin Van Durme 69 314 0 30 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 94,891 0 11 Oct 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 171 2,655 0 25 Sep 2018
Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension Yichong Xu Xiaodong Liu Yelong Shen Jingjing Liu Jianfeng Gao 71 51 0 18 Sep 2018
Explicit Contextual Semantics for Text Comprehension Zhuosheng Zhang Yuwei Wu Z. Li Hai Zhao 55 29 0 08 Sep 2018
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering Todor Mihaylov Peter Clark Tushar Khot Ashish Sabharwal 113 1,537 0 08 Sep 2018
Generating Distractors for Reading Comprehension Questions from Real Examinations Yifan Gao Lidong Bing Piji Li Irwin King Michael R. Lyu 54 70 0 08 Sep 2018
Improving Neural Question Generation using Answer Separation Yanghoon Kim Hwanhee Lee Joongbo Shin Kyomin Jung 71 170 0 07 Sep 2018
Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks Linfeng Song Zhiguo Wang Mo Yu Yue Zhang Radu Florian D. Gildea GNN 68 108 0 06 Sep 2018
RecipeQA: A Challenge Dataset for Multimodal Comprehension of Cooking Recipes Semih Yagcioglu Aykut Erdem Erkut Erdem Nazli Ikizler-Cinbis CoGe 60 172 0 04 Sep 2018
emrQA: A Large Corpus for Question Answering on Electronic Medical Records Anusri Pampari Preethi Raghavan Jennifer J. Liang Jian-wei Peng 63 206 0 03 Sep 2018
Interpretation of Natural Language Rules in Conversational Machine Reading Marzieh Saeidi Max Bartolo Patrick Lewis Sameer Singh Tim Rocktaschel Mike Sheldon Guillaume Bouchard Sebastian Riedel 57 160 0 28 Aug 2018
What Makes Reading Comprehension Questions Easier? Saku Sugawara Kentaro Inui Satoshi Sekine Akiko Aizawa 56 118 0 28 Aug 2018
CoQA: A Conversational Question Answering Challenge Siva Reddy Danqi Chen Christopher D. Manning RALM HAI 98 1,202 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 119 826 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 49 156 0 17 Aug 2018
SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense Inference Rowan Zellers Yonatan Bisk Roy Schwartz Yejin Choi 101 718 0 16 Aug 2018
Lingke: A Fine-grained Multi-turn Chatbot for Customer Service Peng Fei Zhu Zhuosheng Zhang Jiangtong Li Yafang Huang Zhao Hai 49 48 0 10 Aug 2018
Effective Character-augmented Word Embedding for Machine Reading Comprehension Zhuosheng Zhang Yafang Huang Peng Fei Zhu Hai Zhao RALM 42 17 0 07 Aug 2018
One-shot Learning for Question-Answering in Gaokao History Challenge Zhuosheng Zhang Zhao Hai RALM 82 30 0 24 Jun 2018
Subword-augmented Embedding for Cloze Reading Comprehension Zhuosheng Zhang Yafang Huang Zhao Hai RALM 65 32 0 24 Jun 2018