Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks

6 September 2018

Linfeng Song

Papers citing "Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks"

30 / 30 papers shown

Title
Algorithm for Semantic Network Generation from Texts of Low Resource Languages Such as Kiswahili B. Wanjawa Lawrence Muchemi Evans Miriti 121 0 0 17 Jan 2025
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network Guanming Xiong 95 0 0 20 Apr 2020
Question Answering by Reasoning Across Documents with Graph Convolutional Networks Nicola De Cao Wilker Aziz Ivan Titov BDL RALM GNN 91 226 0 29 Aug 2018
N-ary Relation Extraction using Graph State LSTM Linfeng Song Yue Zhang Zhiguo Wang D. Gildea 80 165 0 28 Aug 2018
Joint Training of Candidate Extraction and Answer Selection for Reading Comprehension Zhen Wang Jiachen Liu Xinyan Xiao Yajuan Lyu Tian Wu 67 38 0 16 May 2018
Sentence-State LSTM for Text Representation Yue Zhang Qi Liu Linfeng Song 65 209 0 07 May 2018
A Graph-to-Sequence Model for AMR-to-Text Generation Linfeng Song Yue Zhang Zhiguo Wang D. Gildea GNN AIMat 98 254 0 07 May 2018
Neural Models for Reasoning over Multiple Mentions using Coreference Bhuwan Dhingra Qiao Jin Zhilin Yang William W. Cohen Ruslan Salakhutdinov GNN LRM 62 105 0 16 Apr 2018
The Web as a Knowledge-base for Answering Complex Questions Alon Talmor Jonathan Berant 92 583 0 18 Mar 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 214 11,556 0 15 Feb 2018
Evidence Aggregation for Answer Re-Ranking in Open-Domain Question Answering Shuohang Wang Mo Yu Jing Jiang Wei Zhang Xiaoxiao Guo Shiyu Chang Zhiguo Wang Tim Klinger Gerald Tesauro Murray Campbell RALM 74 162 0 14 Nov 2017
Simple and Effective Multi-Paragraph Reading Comprehension Christopher Clark Matt Gardner RALM 88 459 0 29 Oct 2017
Constructing Datasets for Multi-hop Reading Comprehension Across Documents Johannes Welbl Pontus Stenetorp Sebastian Riedel SyDa RALM 96 511 0 17 Oct 2017
Quasar: Datasets for Question Answering by Search and Reading Bhuwan Dhingra Kathryn Mazaitis William W. Cohen RALM 63 185 0 12 Jul 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 98 456 0 18 Apr 2017
Graph Convolutional Encoders for Syntax-aware Neural Machine Translation Jasmijn Bastings Ivan Titov Wilker Aziz Diego Marcheggiani K. Simaán GNN 96 492 0 15 Apr 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 116 2,015 0 31 Mar 2017
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling Diego Marcheggiani Ivan Titov GNN NAI 80 832 0 14 Mar 2017
Making Neural QA as Simple as Possible but not Simpler Dirk Weissenborn Georg Wiese Laura Seiffe 70 210 0 14 Mar 2017
Multi-Perspective Context Matching for Machine Comprehension Zhiguo Wang Haitao Mi Wael Hamza Radu Florian RALM 52 159 0 13 Dec 2016
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 133 2,091 0 05 Nov 2016
ReasoNet: Learning to Stop Reading in Machine Comprehension Yelong Shen Po-Sen Huang Jianfeng Gao Weizhu Chen LRM 60 307 0 17 Sep 2016
Machine Comprehension Using Match-LSTM and Answer Pointer Shuohang Wang Jing Jiang 75 594 0 29 Aug 2016
Gated-Attention Readers for Text Comprehension Bhuwan Dhingra Hanxiao Liu Zhilin Yang William W. Cohen Ruslan Salakhutdinov 68 417 0 05 Jun 2016
Neural Programmer: Inducing Latent Programs with Gradient Descent Arvind Neelakantan Quoc V. Le Ilya Sutskever ODL 82 262 0 16 Nov 2015
The Goldilocks Principle: Reading Children's Books with Explicit Memory Representations Felix Hill Antoine Bordes S. Chopra Jason Weston RALM 109 636 0 07 Nov 2015
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 347 3,551 0 10 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 150 1,181 0 19 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 568 27,311 0 01 Sep 2014