Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension

12 June 2019

Papers citing "Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension"

33 / 33 papers shown

Title
BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering Yu Cao Meng Fang Dacheng Tao GNN BDL 69 77 0 10 Apr 2019
Coarse-grain Fine-grain Coattention Network for Multi-evidence Question Answering Victor Zhong Caiming Xiong N. Keskar R. Socher 88 63 0 03 Jan 2019
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
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 212 2,703 0 25 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 81 108 0 06 Sep 2018
Multi-Hop Knowledge Graph Reasoning with Reward Shaping Xi Lin R. Socher Caiming Xiong LRM 102 336 0 31 Aug 2018
Question Answering by Reasoning Across Documents with Graph Convolutional Networks Nicola De Cao Wilker Aziz Ivan Titov BDL RALM GNN 110 226 0 29 Aug 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 292 2,854 0 11 Jun 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
Sentence-State LSTM for Text Representation Yue Zhang Qi Liu Linfeng Song 70 209 0 07 May 2018
A Graph-to-Sequence Model for AMR-to-Text Generation Linfeng Song Yue Zhang Zhiguo Wang D. Gildea GNN AIMat 107 254 0 07 May 2018
Weaver: Deep Co-Encoding of Questions and Documents for Machine Reading Martin Raison Pierre-Emmanuel Mazaré Rajarshi Das Antoine Bordes RALM 64 20 0 27 Apr 2018
Neural Models for Reasoning over Multiple Mentions using Coreference Bhuwan Dhingra Qiao Jin Zhilin Yang William W. Cohen Ruslan Salakhutdinov GNN LRM 64 105 0 16 Apr 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
An Interpretable Reasoning Network for Multi-Relation Question Answering Mantong Zhou Minlie Huang Xiaoyan Zhu KELM 61 119 0 15 Jan 2018
Simple and Effective Multi-Paragraph Reading Comprehension Christopher Clark Matt Gardner RALM 107 459 0 29 Oct 2017
Constructing Datasets for Multi-hop Reading Comprehension Across Documents Johannes Welbl Pontus Stenetorp Sebastian Riedel SyDa RALM 114 514 0 17 Oct 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 242 2,692 0 09 May 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 121 2,019 0 31 Mar 2017
Making Neural QA as Simple as Possible but not Simpler Dirk Weissenborn Georg Wiese Laura Seiffe 95 210 0 14 Mar 2017
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
Hierarchical Question Answering for Long Documents Eunsol Choi D. Hewlett Alexandre Lacoste Illia Polosukhin Jakob Uszkoreit Jonathan Berant RALM 92 168 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
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 316 8,177 0 16 Jun 2016
Gated-Attention Readers for Text Comprehension Bhuwan Dhingra Hanxiao Liu Zhilin Yang William W. Cohen Ruslan Salakhutdinov 78 417 0 05 Jun 2016
Hierarchical Memory Networks A. Chandar Sungjin Ahn Hugo Larochelle Pascal Vincent Gerald Tesauro Yoshua Bengio 61 85 0 24 May 2016
Neural Enquirer: Learning to Query Tables with Natural Language Pengcheng Yin Zhengdong Lu Hang Li B. Kao LMTD 89 41 0 03 Dec 2015
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 355 3,555 0 10 Jun 2015
Highway Networks R. Srivastava Klaus Greff Jürgen Schmidhuber 185 1,773 0 03 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 584 27,338 0 01 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,414 0 03 Jun 2014