Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs

17 May 2019

Papers citing "Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs"

32 / 32 papers shown

Title
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang LRM 195 0 0 25 Apr 2025
MDCure: A Scalable Pipeline for Multi-Document Instruction-Following Gabrielle Kaili-May Liu Bowen Shi Avi Caciularu Idan Szpektor Arman Cohan 72 4 0 30 Oct 2024
SEAM: A Stochastic Benchmark for Multi-Document Tasks Gili Lior Avi Caciularu Arie Cattan Shahar Levy Ori Shapira Gabriel Stanovsky RALM 40 4 0 23 Jun 2024
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question Answering Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa LRM 44 7 0 12 Feb 2023
Graph Attention with Hierarchies for Multi-hop Question Answering Yunjie He P. Gorinski Ieva Staliunaite Pontus Stenetorp 18 2 0 27 Jan 2023
Medical Knowledge Graph QA for Drug-Drug Interaction Prediction based on Multi-hop Machine Reading Comprehension Peng Gao Feng Gao Jiancheng Ni Yu Wang Fei Wang 22 2 0 19 Dec 2022
A Comprehensive Survey on Multi-hop Machine Reading Comprehension Approaches A. Mohammadi Reza Ramezani Ahmad Baraani 35 3 0 08 Dec 2022
IRRGN: An Implicit Relational Reasoning Graph Network for Multi-turn Response Selection Jingcheng Deng Hengwei Dai Xuewei Guo Yuanchen Ju Wei Peng LRM 25 2 0 01 Dec 2022
ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select Yuchen Zhuang Yinghao Li Jerry Junyang Cheung Yue Yu Yingjun Mou Xinyu Chen Le Song Chao Zhang 26 19 0 26 Oct 2022
Relational Graph Convolutional Neural Networks for Multihop Reasoning: A Comparative Study Ieva Staliunaite P. Gorinski Ignacio Iacobacci GNN 27 0 0 12 Oct 2022
How Well Do Multi-hop Reading Comprehension Models Understand Date Information? Xanh Ho Saku Sugawara Akiko Aizawa 34 2 0 11 Oct 2022
InducT-GCN: Inductive Graph Convolutional Networks for Text Classification Kunze Wang S. Han Josiah Poon GNN 26 37 0 01 Jun 2022
Beyond the Granularity: Multi-Perspective Dialogue Collaborative Selection for Dialogue State Tracking Jinyu Guo Kai Shuang Jijie Li Zihan Wang Yixuan Liu 19 17 0 20 May 2022
ME-GCN: Multi-dimensional Edge-Embedded Graph Convolutional Networks for Semi-supervised Text Classification Kunze Wang S. Han Siqu Long Josiah Poon 24 20 0 10 Apr 2022
Understanding Graph Convolutional Networks for Text Classification S. Han Zihan Yuan Kunze Wang Siqu Long Josiah Poon GNN 29 16 0 30 Mar 2022
A General Survey on Attention Mechanisms in Deep Learning Gianni Brauwers Flavius Frasincar 31 296 0 27 Mar 2022
elBERto: Self-supervised Commonsense Learning for Question Answering Xunlin Zhan Yuan Li Xiao Dong Xiaodan Liang Zhiting Hu Lawrence Carin SSL RALM LRM 24 7 0 17 Mar 2022
Graph Neural Networks: a bibliometrics overview Abdalsamad Keramatfar Mohadeseh Rafiee Hossein Amirkhani GNN AI4CE 42 24 0 03 Jan 2022
Does Structure Matter? Leveraging Data-to-Text Generation for Answering Complex Information Needs Hanane Djeddal Thomas Gerald Laure Soulier K. Pinel-Sauvagnat L. Tamine 27 1 0 08 Dec 2021
Graph-free Multi-hop Reading Comprehension: A Select-to-Guide Strategy Bohong Wu Zhuosheng Zhang Hai Zhao 32 20 0 25 Jul 2021
Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues Hung Le Nancy F. Chen Guosheng Lin 36 14 0 01 Mar 2021
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 25 116 0 16 Dec 2020
Answering Any-hop Open-domain Questions with Iterative Document Reranking Ping Nie Yuyu Zhang Arun Ramamurthy Le Song 33 20 0 16 Sep 2020
Reasoning with Latent Structure Refinement for Document-Level Relation Extraction Guoshun Nan Zhijiang Guo Ivan Sekulić Wei Lu 39 273 0 13 May 2020
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network Guanming Xiong 26 0 0 20 Apr 2020
A Survey of Document Grounded Dialogue Systems (DGDS) Longxuan Ma Weinan Zhang Mingda Li Ting Liu 32 19 0 17 Apr 2020
Tensor Graph Convolutional Networks for Text Classification Xien Liu Xinxin You Xiao Zhang Ji Wu Ping Lv GNN 24 244 0 12 Jan 2020
A Survey on Machine Reading Comprehension Systems Razieh Baradaran Razieh Ghiasi Hossein Amirkhani FaML 13 85 0 06 Jan 2020
Improving Graph Attention Networks with Large Margin-based Constraints Guangtao Wang Rex Ying Jing-ling Huang J. Leskovec 22 80 0 25 Oct 2019
Selective Attention Based Graph Convolutional Networks for Aspect-Level Sentiment Classification Xiaochen Hou Jing Huang Guangtao Wang Xiaodong He Bowen Zhou 34 53 0 24 Oct 2019
Multi-hop Question Answering via Reasoning Chains Jifan Chen Shih-Ting Lin Greg Durrett ReLM LRM 19 74 0 07 Oct 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 33 5,406 0 20 Dec 2018