Is Graph Structure Necessary for Multi-hop Question Answering?

Is Graph Structure Necessary for Multi-hop Question Answering?

7 April 2020

Papers citing "Is Graph Structure Necessary for Multi-hop Question Answering?"

16 / 16 papers shown

Title
Hierarchical Graph Network for Multi-hop Question Answering Yuwei Fang S. Sun Zhe Gan R. Pillai Shuohang Wang Jingjing Liu 70 169 0 09 Nov 2019
Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents Ming Tu Kevin Huang Guangtao Wang Jing-ling Huang Xiaodong He Bowen Zhou RALM 64 144 0 01 Nov 2019
Span Selection Pre-training for Question Answering Michael R. Glass A. Gliozzo Rishav Chakravarti Anthony Ferritto Lin Pan G P Shrivatsa Bhargav Dinesh Garg Avirup Sil RALM 55 70 0 09 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 473 24,160 0 26 Jul 2019
Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction Kosuke Nishida Kyosuke Nishida Masaaki Nagata Atsushi Otsuka Itsumi Saito Hisako Asano J. Tomita RALM 43 102 0 21 May 2019
Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs Ming Tu Guangtao Wang Jing-ling Huang Yun Tang Xiaodong He Bowen Zhou 59 149 0 17 May 2019
Dynamically Fused Graph Network for Multi-hop Reasoning Yunxuan Xiao Yanru Qu Lin Qiu Hao Zhou Lei Li Weinan Zhang Yong Yu 69 191 0 16 May 2019
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 128 2,577 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 66 108 0 06 Sep 2018
Question Answering by Reasoning Across Documents with Graph Convolutional Networks Nicola De Cao Wilker Aziz Ivan Titov BDL RALM GNN 80 224 0 29 Aug 2018
Neural Models for Reasoning over Multiple Mentions using Coreference Bhuwan Dhingra Qiao Jin Zhilin Yang William W. Cohen Ruslan Salakhutdinov GNN LRM 56 104 0 16 Apr 2018
The Web as a Knowledge-base for Answering Complex Questions Alon Talmor Jonathan Berant 52 570 0 18 Mar 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 390 19,991 0 30 Oct 2017
Constructing Datasets for Multi-hop Reading Comprehension Across Documents Johannes Welbl Pontus Stenetorp Sebastian Riedel SyDa RALM 87 508 0 17 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 528 129,831 0 12 Jun 2017
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 113 2,088 0 05 Nov 2016