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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"

50 / 70 papers shown

Title
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang LRM 583 3 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 225 6 0 30 Oct 2024
SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine Xiaochen Wang Junqing He Liang Chen Reza Haf Zhe Yang Yiru Wang Xiangdi Meng Kunhao Pan Zhifang Sui ReLM LRM 64 1 0 22 Oct 2024
FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Xiaochen Wang Junqing He Zhiyong Yang Yiru Wang Xiangdi Meng Kunhao Pan Zhifang Sui LRM ReLM 89 6 0 03 Jul 2024
SEAM: A Stochastic Benchmark for Multi-Document Tasks Gili Lior Avi Caciularu Arie Cattan Shahar Levy Ori Shapira Gabriel Stanovsky RALM 104 6 0 23 Jun 2024
CRAB: Assessing the Strength of Causal Relationships Between Real-world Events Angelika Romanou Syrielle Montariol Debjit Paul Leo Laugier Karl Aberer Antoine Bosselut NAI 102 25 0 07 Nov 2023
Leveraging Structured Information for Explainable Multi-hop Question Answering and Reasoning Ruosen Li Xinya Du LRM 112 24 0 07 Nov 2023
Integrating a Heterogeneous Graph with Entity-aware Self-attention using Relative Position Labels for Reading Comprehension Model Shima Foolad Kourosh Kiani 116 1 0 19 Jul 2023
HOP, UNION, GENERATE: Explainable Multi-hop Reasoning without Rationale Supervision Wenting Zhao Justin T. Chiu Claire Cardie Alexander M. Rush LRM 105 5 0 23 May 2023
LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension Shima Foolad Kourosh Kiani 65 4 0 12 Mar 2023
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question Answering Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa LRM 119 8 0 12 Feb 2023
Graph Attention with Hierarchies for Multi-hop Question Answering Yunjie He P. Gorinski Ieva Staliunaite Pontus Stenetorp 86 3 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 Haiwei Yang 98 4 0 19 Dec 2022
A Comprehensive Survey on Multi-hop Machine Reading Comprehension Approaches A. Mohammadi Reza Ramezani Ahmad Baraani 89 4 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 114 2 0 01 Dec 2022
Getting the Most out of Simile Recognition Xiaoyue Wang Linfeng Song Xin Liu Chulun Zhou Jinsong Su 79 4 0 11 Nov 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 85 20 0 26 Oct 2022
Relational Graph Convolutional Neural Networks for Multihop Reasoning: A Comparative Study Ieva Staliunaite P. Gorinski Ignacio Iacobacci GNN 117 0 0 12 Oct 2022
How Well Do Multi-hop Reading Comprehension Models Understand Date Information? Xanh Ho Saku Sugawara Akiko Aizawa 103 2 0 11 Oct 2022
Context-Aware Query Rewriting for Improving Users' Search Experience on E-commerce Websites Simiao Zuo Qingyu Yin Haoming Jiang Shaohui Xi Bing Yin Chao Zhang Tuo Zhao 107 6 0 15 Sep 2022
IMCI: Integrate Multi-view Contextual Information for Fact Extraction and Verification Hao Wang Yang Li Zhen Huang Yong Dou 97 7 0 30 Aug 2022
Locate Then Ask: Interpretable Stepwise Reasoning for Multi-hop Question Answering Siyuan Wang Zhongyu Wei Zhihao Fan Tao Gui Xuanjing Huang LRM 133 9 0 22 Aug 2022
Discourse-Aware Graph Networks for Textual Logical Reasoning Yinya Huang Lemao Liu Kun Xu Meng Fang Liang Lin Xi Liang NAI 117 7 0 04 Jul 2022
InducT-GCN: Inductive Graph Convolutional Networks for Text Classification Kunze Wang S. Han Josiah Poon GNN 92 40 0 01 Jun 2022
From Easy to Hard: Two-stage Selector and Reader for Multi-hop Question Answering Xin-Yi Li Weixian Lei Yubin Yang RALM 163 24 0 24 May 2022
Beyond the Granularity: Multi-Perspective Dialogue Collaborative Selection for Dialogue State Tracking Jinyu Guo Kai Shuang Jijie Li Zihan Wang Yixuan Liu 81 18 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 92 20 0 10 Apr 2022
Syntax-informed Question Answering with Heterogeneous Graph Transformer Fangyi Zhu Lok You Tan See-Kiong Ng S. Bressan 112 3 0 01 Apr 2022
Understanding Graph Convolutional Networks for Text Classification S. Han Zihan Yuan Kunze Wang Siqu Long Josiah Poon GNN 82 18 0 30 Mar 2022
A General Survey on Attention Mechanisms in Deep Learning Gianni Brauwers Flavius Frasincar 122 387 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 89 8 0 17 Mar 2022
Ask to Understand: Question Generation for Multi-hop Question Answering Jiawei Li Mucheng Ren Yang Gao Yizhe Yang 90 4 0 17 Mar 2022
HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations Jia-Chen Gu Chao-Hong Tan Chongyang Tao Zhen-Hua Ling Huang Hu Xiubo Geng Daxin Jiang 88 35 0 16 Mar 2022
Graph Neural Networks: a bibliometrics overview Abdalsamad Keramatfar Mohadeseh Rafiee Hossein Amirkhani GNN AI4CE 94 29 0 03 Jan 2022
Reasoning Chain Based Adversarial Attack for Multi-hop Question Answering Jiayu Ding Siyuan Wang Qin Chen Zhongyu Wei AAML OOD LRM 66 4 0 17 Dec 2021
Does Structure Matter? Leveraging Data-to-Text Generation for Answering Complex Information Needs Hanane Djeddal Thomas Gerald Laure Soulier K. Pinel-Sauvagnat L. Tamine 54 1 0 08 Dec 2021
Decomposing Complex Questions Makes Multi-Hop QA Easier and More Interpretable Ruiliu Fu Han Wang Xuejun Zhang Jun Zhou Yonghong Yan ReLM 89 36 0 26 Oct 2021
Heterogeneous Graph Neural Networks for Keyphrase Generation Jiacheng Ye Ruijian Cai Tao Gui Tao Gui 117 26 0 10 Sep 2021
Graph-free Multi-hop Reading Comprehension: A Select-to-Guide Strategy Bohong Wu Zhuosheng Zhang Hai Zhao 95 22 0 25 Jul 2021
ClueReader: Heterogeneous Graph Attention Network for Multi-hop Machine Reading Comprehension Peng Gao Feng Gao Peng Wang Jiancheng Ni Haiwei Yang Hamido Fujita 101 2 0 02 Jul 2021
Ensemble Learning-Based Approach for Improving Generalization Capability of Machine Reading Comprehension Systems Razieh Baradaran Hossein Amirkhani 116 18 0 01 Jul 2021
Topological Regularization for Graph Neural Networks Augmentation Rui Song Fausto Giunchiglia Kexin Zhao Hao Xu 175 11 0 03 Apr 2021
Complex Factoid Question Answering with a Free-Text Knowledge Graph Chen Zhao Chenyan Xiong Xin Qian Jordan L. Boyd-Graber 128 38 0 23 Mar 2021
Learning Reasoning Paths over Semantic Graphs for Video-grounded Dialogues Hung Le Nancy F. Chen Guosheng Lin 103 16 0 01 Mar 2021
Memory Augmented Sequential Paragraph Retrieval for Multi-hop Question Answering Nan Shao Yiming Cui Ting Liu Shijin Wang Guoping Hu KELM 91 5 0 07 Feb 2021
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 275 139 0 16 Dec 2020
Emotional Conversation Generation with Heterogeneous Graph Neural Network Yunlong Liang Fandong Meng Yingxue Zhang Jinan Xu Jinan Xu Jie Zhou 141 27 0 09 Dec 2020
Label Enhanced Event Detection with Heterogeneous Graph Attention Networks Shiyao Cui Yu Bowen Xin Cong Tingwen Liu Quangang Li Jinqiao Shi 57 9 0 03 Dec 2020
Graph-based Multi-hop Reasoning for Long Text Generation Liang Zhao Jingjing Xu Junyang Lin Yichang Zhang Hongxia Yang Xu Sun LRM 71 9 0 28 Sep 2020
Answering Complex Open-Domain Questions with Multi-Hop Dense Retrieval Wenhan Xiong Xiang Lorraine Li Srini Iyer Jingfei Du Patrick Lewis ... Yashar Mehdad Wen-tau Yih Sebastian Riedel Douwe Kiela Barlas Oğuz 112 202 0 27 Sep 2020