What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering

19 September 2019

Papers citing "What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question Answering"

34 / 34 papers shown

Title
Careful Selection of Knowledge to solve Open Book Question Answering Pratyay Banerjee Kuntal Kumar Pal Arindam Mitra Chitta Baral 31 60 0 24 Jul 2019
Understanding Dataset Design Choices for Multi-hop Reasoning Jifan Chen Greg Durrett LRM 27 97 0 27 Apr 2019
Improving Question Answering with External Knowledge Xiaoman Pan Kai Sun Dian Yu Jianshu Chen Heng Ji Claire Cardie Dong Yu KELM 29 66 0 03 Feb 2019
Improving Machine Reading Comprehension with General Reading Strategies Kai Sun Dian Yu Dong Yu Claire Cardie AI4CE 52 116 0 31 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 411 93,936 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 99 2,577 0 25 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 45 1,475 0 08 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 31 108 0 06 Sep 2018
Question Answering by Reasoning Across Documents with Graph Convolutional Networks Nicola De Cao Wilker Aziz Ivan Titov BDL RALM GNN 42 224 0 29 Aug 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 108 2,818 0 11 Jun 2018
Knowledgeable Reader: Enhancing Cloze-Style Reading Comprehension with External Commonsense Knowledge Todor Mihaylov Anette Frank KELM 38 179 0 21 May 2018
SimpleQuestions Nearly Solved: A New Upperbound and Baseline Approach Michael Petrochuk Luke Zettlemoyer 16 89 0 24 Apr 2018
Neural Models for Reasoning over Multiple Mentions using Coreference Bhuwan Dhingra Qiao Jin Zhilin Yang William W. Cohen Ruslan Salakhutdinov GNN LRM 26 104 0 16 Apr 2018
AllenNLP: A Deep Semantic Natural Language Processing Platform Matt Gardner Joel Grus Mark Neumann Oyvind Tafjord Pradeep Dasigi Nelson F. Liu Matthew E. Peters Michael Schmitz Luke Zettlemoyer VLM 35 1,280 0 20 Mar 2018
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge Peter Clark Isaac Cowhey Oren Etzioni Tushar Khot Ashish Sabharwal Carissa Schoenick Oyvind Tafjord ELM RALM LRM 50 2,474 0 14 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 25 11,520 0 15 Feb 2018
WorldTree: A Corpus of Explanation Graphs for Elementary Science Questions supporting Multi-Hop Inference Peter Alexander Jansen Elizabeth Wainwright Steven Marmorstein Clayton T. Morrison 20 123 0 08 Feb 2018
Neural Natural Language Inference Models Enhanced with External Knowledge Qian Chen Xiao-Dan Zhu Zhenhua Ling Diana Inkpen Si Wei 40 217 0 12 Nov 2017
Constructing Datasets for Multi-hop Reading Comprehension Across Documents Johannes Welbl Pontus Stenetorp Sebastian Riedel SyDa RALM 64 508 0 17 Oct 2017
Dynamic Integration of Background Knowledge in Neural NLU Systems Dirk Weissenborn Tomávs Kovciský Chris Dyer 31 62 0 08 Jun 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 120 2,576 0 09 May 2017
RACE: Large-scale ReAding Comprehension Dataset From Examinations Guokun Lai Qizhe Xie Hanxiao Liu Yiming Yang Eduard H. Hovy ELM 123 1,329 0 15 Apr 2017
ConceptNet 5.5: An Open Multilingual Graph of General Knowledge R. Speer Joshua Chin Catherine Havasi 99 2,874 0 12 Dec 2016
NewsQA: A Machine Comprehension Dataset Adam Trischler Tong Wang Xingdi Yuan Justin Harris Alessandro Sordoni Philip Bachman Kaheer Suleman 55 891 0 29 Nov 2016
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 78 2,088 0 05 Nov 2016
Enhanced LSTM for Natural Language Inference Qian Chen Xiao-Dan Zhu Zhenhua Ling Si Wei Hui Jiang Diana Inkpen LRM ReLM 50 1,128 0 20 Sep 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 52 8,067 0 16 Jun 2016
Question Answering via Integer Programming over Semi-Structured Knowledge Daniel Khashabi Tushar Khot Ashish Sabharwal Peter Clark Oren Etzioni Dan Roth 31 101 0 20 Apr 2016
Text Understanding with the Attention Sum Reader Network Rudolf Kadlec Martin Schmid Ondrej Bajgar Jan Kleindienst AIMat RALM 30 313 0 04 Mar 2016
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 27 773 0 03 Aug 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 349 9,233 0 06 Jun 2015
Large-scale Simple Question Answering with Memory Networks Antoine Bordes Nicolas Usunier S. Chopra Jason Weston 63 697 0 05 Jun 2015
Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks Jason Weston Antoine Bordes S. Chopra Alexander M. Rush Bart van Merriënboer Armand Joulin Tomas Mikolov LRM ELM 76 1,178 0 19 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 142 149,474 0 22 Dec 2014