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Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension

12 May 2020

Papers citing "Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension"

33 / 33 papers shown

Title
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering Shangwen Lv Daya Guo Jingjing Xu Duyu Tang Nan Duan Ming Gong Linjun Shou Daxin Jiang Guihong Cao Songlin Hu RALM 59 206 0 09 Sep 2019
Synthetic QA Corpora Generation with Roundtrip Consistency Chris Alberti D. Andor Emily Pitler Jacob Devlin Michael Collins SyDa 75 249 0 12 Jun 2019
KGAT: Knowledge Graph Attention Network for Recommendation Xiang Wang Xiangnan He Yixin Cao Meng Liu Tat-Seng Chua OffRL 90 1,827 0 20 May 2019
Pretraining-Based Natural Language Generation for Text Summarization Haoyu Zhang Jianjun Xu Ji Wang 56 209 0 25 Feb 2019
A BERT Baseline for the Natural Questions Chris Alberti Kenton Lee Michael Collins ELM AI4MH 72 127 0 24 Jan 2019
Multi-granularity hierarchical attention fusion networks for reading comprehension and question answering Wei Wang Ming Yan Chen Henry Wu 97 173 0 29 Nov 2018
Structured Neural Summarization Patrick Fernandes Miltiadis Allamanis Marc Brockschmidt GNN 85 212 0 05 Nov 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
Graph Convolution over Pruned Dependency Trees Improves Relation Extraction Yuhao Zhang Peng Qi Christopher D. Manning GNN 138 727 0 26 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 212 2,703 0 25 Sep 2018
N-ary Relation Extraction using Graph State LSTM Linfeng Song Yue Zhang Zhiguo Wang D. Gildea 88 165 0 28 Aug 2018
Sentence-State LSTM for Text Representation Yue Zhang Qi Liu Linfeng Song 70 209 0 07 May 2018
Exploiting Semantics in Neural Machine Translation with Graph Convolutional Networks Diego Marcheggiani Jasmijn Bastings Ivan Titov GNN NAI 98 187 0 23 Apr 2018
Text Segmentation as a Supervised Learning Task Omri Koshorek Adir Cohen Noam Mor Michael Rotman Jonathan Berant 41 146 0 25 Mar 2018
GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs Jiani Zhang Xingjian Shi Junyuan Xie Hao Ma Irwin King Dit-Yan Yeung GNN 114 573 0 20 Mar 2018
Self-Attention with Relative Position Representations Peter Shaw Jakob Uszkoreit Ashish Vaswani 186 2,304 0 06 Mar 2018
Ranking Sentences for Extractive Summarization with Reinforcement Learning Shashi Narayan Shay B. Cohen Mirella Lapata 183 551 0 23 Feb 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 484 20,265 0 30 Oct 2017
Simple and Effective Multi-Paragraph Reading Comprehension Christopher Clark Matt Gardner RALM 107 459 0 29 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 808 132,725 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 240 2,692 0 09 May 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
NewsQA: A Machine Comprehension Dataset Adam Trischler Tong Wang Xingdi Yuan Justin Harris Alessandro Sordoni Philip Bachman Kaheer Suleman 117 893 0 29 Nov 2016
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Ramesh Nallapati Feifei Zhai Bowen Zhou 363 1,265 0 14 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
A Hierarchical Model of Reviews for Aspect-based Sentiment Analysis Sebastian Ruder Parsa Ghaffari J. Breslin 64 270 0 09 Sep 2016
Attention-over-Attention Neural Networks for Reading Comprehension Yiming Cui Zhongfu Chen Si Wei Shijin Wang Ting Liu Guoping Hu AIMat 66 440 0 15 Jul 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
A Decomposable Attention Model for Natural Language Inference Ankur P. Parikh Oscar Täckström Dipanjan Das Jakob Uszkoreit 359 1,375 0 06 Jun 2016
Neural Summarization by Extracting Sentences and Words Jianpeng Cheng Mirella Lapata 89 810 0 23 Mar 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,433 0 22 Dec 2014