Hierarchical Graph Network for Multi-hop Question Answering

9 November 2019

Papers citing "Hierarchical Graph Network for Multi-hop Question Answering"

32 / 32 papers shown

Title
Lost-in-Distance: Impact of Contextual Proximity on LLM Performance in Graph Tasks Hamed Firooz Maziar Sanjabi Wenlong Jiang Xiaoling Zhai 65 3 0 03 Jan 2025
Next Level Message-Passing with Hierarchical Support Graphs Carlos Vonessen Florian Grötschla Roger Wattenhofer 39 1 0 22 Jun 2024
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs Ziyan Jiang Xueguang Ma Wenhu Chen RALM 48 47 0 21 Jun 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 60 33 0 23 May 2024
DepWiGNN: A Depth-wise Graph Neural Network for Multi-hop Spatial Reasoning in Text Shuaiyi Li Yang Deng Wai Lam 30 2 0 19 Oct 2023
Question Answering with Deep Neural Networks for Semi-Structured Heterogeneous Genealogical Knowledge Graphs Omri Suissa M. Zhitomirsky-Geffet Avshalom Elmalech GNN BDL 29 8 0 30 Jul 2023
Hybrid Graph: A Unified Graph Representation with Datasets and Benchmarks for Complex Graphs Zehui Li Xiangyu Zhao Mingzhu Shen Guy-Bart Stan Pietro Lio' Yiren Zhao 20 1 0 08 Jun 2023
Graph Attention with Hierarchies for Multi-hop Question Answering Yunjie He P. Gorinski Ieva Staliunaite Pontus Stenetorp 16 2 0 27 Jan 2023
Causal Reasoning of Entities and Events in Procedural Texts Li Zhang Hainiu Xu Yue Yang Shuyan Zhou Weiqiu You Manni Arora Chris Callison-Burch ReLM LRM 28 35 0 26 Jan 2023
Rethinking Label Smoothing on Multi-hop Question Answering Zhangyue Yin Yuxin Wang Xiannian Hu Yiguang Wu Hang Yan Xinyu Zhang Zhao Cao Xuanjing Huang Xipeng Qiu 19 9 0 19 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 17 2 0 01 Dec 2022
Relational Graph Convolutional Neural Networks for Multihop Reasoning: A Comparative Study Ieva Staliunaite P. Gorinski Ignacio Iacobacci GNN 22 0 0 12 Oct 2022
How Well Do Multi-hop Reading Comprehension Models Understand Date Information? Xanh Ho Saku Sugawara Akiko Aizawa 26 2 0 11 Oct 2022
QA4QG: Using Question Answering to Constrain Multi-Hop Question Generation Dan Su Peng-Tao Xu Pascale Fung 16 5 0 14 Feb 2022
Reasoning over Hybrid Chain for Table-and-Text Open Domain QA Wanjun Zhong Junjie Huang Qianchu Liu Ming Zhou Jiahai Wang Jian Yin Nan Duan LMTD ReLM LRM 22 12 0 15 Jan 2022
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering Yueqing Sun Qi Shi Le Qi Yu Zhang RALM LRM 13 69 0 06 Dec 2021
Towards Interpretable and Reliable Reading Comprehension: A Pipeline Model with Unanswerability Prediction Kosuke Nishida Kyosuke Nishida Itsumi Saito Sen Yoshida 30 7 0 17 Nov 2021
Graph-free Multi-hop Reading Comprehension: A Select-to-Guide Strategy Bohong Wu Zhuosheng Zhang Hai Zhao 19 20 0 25 Jul 2021
Weakly Supervised Pre-Training for Multi-Hop Retriever Yeon Seonwoo Sang-Woo Lee Ji-Hoon Kim Jung-Woo Ha Alice H. Oh RALM 16 8 0 18 Jun 2021
REPT: Bridging Language Models and Machine Reading Comprehension via Retrieval-Based Pre-training Fangkai Jiao Yangyang Guo Yilin Niu Feng Ji Feng-Lin Li Liqiang Nie LRM 26 12 0 10 May 2021
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text Siyuan Wang Wanjun Zhong Duyu Tang Zhongyu Wei Zhihao Fan Daxin Jiang Ming Zhou Nan Duan NAI 29 70 0 08 May 2021
TransferNet: An Effective and Transparent Framework for Multi-hop Question Answering over Relation Graph Jiaxin Shi S. Cao Lei Hou Juan-Zi Li Hanwang Zhang GNN 21 104 0 15 Apr 2021
Efficient Graph Deep Learning in TensorFlow with tf_geometric Jun Hu Shengsheng Qian Quan Fang Youze Wang Quan Zhao Huaiwen Zhang Changsheng Xu GNN 31 53 0 27 Jan 2021
ExplanationLP: Abductive Reasoning for Explainable Science Question Answering Mokanarangan Thayaparan Marco Valentino André Freitas LRM 15 9 0 25 Oct 2020
Unsupervised Multi-hop Question Answering by Question Generation Liangming Pan Wenhu Chen Wenhan Xiong Min-Yen Kan William Yang Wang 29 57 0 23 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 12 50 0 01 Oct 2020
Answering Any-hop Open-domain Questions with Iterative Document Reranking Ping Nie Yuyu Zhang Arun Ramamurthy Le Song 23 20 0 16 Sep 2020
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network Guanming Xiong 21 0 0 20 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 28 70 0 10 Apr 2020
Differentiable Reasoning over a Virtual Knowledge Base Bhuwan Dhingra Manzil Zaheer Vidhisha Balachandran Graham Neubig Ruslan Salakhutdinov William W. Cohen 18 88 0 25 Feb 2020
Answering Complex Open-domain Questions Through Iterative Query Generation Peng Qi Xiaowen Lin L. Mehr Zijian Wang Christopher D. Manning RALM ReLM LRM 171 117 0 15 Oct 2019
Revealing the Importance of Semantic Retrieval for Machine Reading at Scale Yixin Nie Songhe Wang Mohit Bansal RALM 156 134 0 17 Sep 2019