Heterogeneous Graph Neural Networks for Extractive Document Summarization

26 April 2020

Danqing Wang

Pengfei Liu

Y. Zheng

Xipeng Qiu

Xuanjing Huang

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Papers citing "Heterogeneous Graph Neural Networks for Extractive Document Summarization"

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Title
Automated Speaking Assessment of Conversation Tests with Novel Graph-based Modeling on Spoken Response Coherence Jiun-Ting Li Bi-Cheng Yan Tien-Hong Lo Yi-Cheng Wang Yung-Chang Hsu Berlin Chen AuLLM 29 1 0 11 Sep 2024
A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods Hanlei Jin Yang Zhang Dan Meng Jun Wang Jinghua Tan 68 81 0 05 Mar 2024
Unsupervised Extractive Summarization with Learnable Length Control Strategies Renlong Jie Xiaojun Meng Xin Jiang Qun Liu 32 1 0 12 Dec 2023
Surveying the Landscape of Text Summarization with Deep Learning: A Comprehensive Review Guanghua Wang Weili Wu AI4TS AILaw 43 3 0 13 Oct 2023
Enhancing Coherence of Extractive Summarization with Multitask Learning Renlong Jie Xiaojun Meng Lifeng Shang Xin Jiang Qun Liu 25 1 0 22 May 2023
Discourse over Discourse: The Need for an Expanded Pragmatic Focus in Conversational AI S. M. Seals V. Shalin 29 4 0 27 Apr 2023
PDSum: Prototype-driven Continuous Summarization of Evolving Multi-document Sets Stream Susik Yoon Hou Pong Chan Jiawei Han 44 7 0 10 Feb 2023
An entity-guided text summarization framework with relational heterogeneous graph neural network Jingqiang Chen 21 4 0 07 Feb 2023
Implementing Deep Learning-Based Approaches for Article Summarization in Indian Languages Rahul Tangsali Aabha Pingle Aditya Vyawahare Isha Joshi Raviraj Joshi 53 7 0 12 Dec 2022
Scientific Paper Extractive Summarization Enhanced by Citation Graphs Preslav Nakov Mingzhe Li Shen Gao Rui Yan Xin Gao Xiangliang Zhang 25 12 0 08 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 52 4 0 07 Dec 2022
NarraSum: A Large-Scale Dataset for Abstractive Narrative Summarization Chao Zhao Faeze Brahman Kaiqiang Song Wenlin Yao Dian Yu Snigdha Chaturvedi HILM 33 7 0 02 Dec 2022
GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse state Junyi Bian Xiaodi Huang Hong Zhou Shanfeng Zhu 30 11 0 18 Nov 2022
Unsupervised Extractive Summarization with Heterogeneous Graph Embeddings for Chinese Document Chen Lin Ye Liu Siyu An Di Yin 29 1 0 09 Nov 2022
Universal Evasion Attacks on Summarization Scoring Wenchuan Mu Kwan Hui Lim AAML 45 1 0 25 Oct 2022
HEGEL: Hypergraph Transformer for Long Document Summarization Haopeng Zhang Xiao Liu Jiawei Zhang 38 44 0 09 Oct 2022
Generating Tips from Song Reviews: A New Dataset and Framework Jingya Zang Cuiyun Gao Yupan Chen Ruifeng Xu Lanjun Zhou Xuan Wang 31 1 0 14 May 2022
Knowledge-aware Document Summarization: A Survey of Knowledge, Embedding Methods and Architectures Yutong Qu Wei Emma Zhang Jian Yang Lingfei Wu Jia Wu AI4TS 17 7 0 24 Apr 2022
Unsupervised Multi-Granularity Summarization Ming Zhong Yang Liu Suyu Ge Yuning Mao Yizhu Jiao Xingxing Zhang Yichong Xu Chenguang Zhu Michael Zeng Jiawei Han 90 8 0 29 Jan 2022
Learning Bi-typed Multi-relational Heterogeneous Graph via Dual Hierarchical Attention Networks Yu Zhao Shaopeng Wei Huaming Du Xingyan Chen Qing Li Fuzhen Zhuang Jiaheng Liu Gang Kou 44 10 0 24 Dec 2021
Automatic Meta-Path Discovery for Effective Graph-Based Recommendation Wentao Ning Reynold Cheng Jiajun Shen Nur Al Hasan Haldar B. Kao Xiao Yan Nan Huo Wai Lam Tian Li Bo Tang 34 18 0 23 Dec 2021
InfoLM: A New Metric to Evaluate Summarization & Data2Text Generation Pierre Colombo Chloe Clave Pablo Piantanida 40 41 0 02 Dec 2021
SgSum: Transforming Multi-document Summarization into Sub-graph Selection Moye Chen Wei Li Jiachen Liu Xinyan Xiao Hua Wu Haifeng Wang 40 22 0 25 Oct 2021
Topic-Guided Abstractive Multi-Document Summarization Peng Cui Le Hu 29 39 0 21 Oct 2021
BioCopy: A Plug-And-Play Span Copy Mechanism in Seq2Seq Models Yi Liu Guoan Zhang Puning Yu Jianlin Su Shengfeng Pan BDL SyDa 37 5 0 26 Sep 2021
StreamHover: Livestream Transcript Summarization and Annotation Sangwoo Cho Franck Dernoncourt Timothy Jeewun Ganter Trung Bui Nedim Lipka Walter Chang Hailin Jin Jonathan Brandt H. Foroosh Fei Liu 3DGS AI4TS 26 29 0 11 Sep 2021
Multiplex Graph Neural Network for Extractive Text Summarization Baoyu Jing Zeyu You Tao Yang Wei Fan Hanghang Tong 23 43 0 29 Aug 2021
Automatic Text Evaluation through the Lens of Wasserstein Barycenters Pierre Colombo Guillaume Staerman Chloé Clavel Pablo Piantanida 27 41 0 27 Aug 2021
BARTScore: Evaluating Generated Text as Text Generation Weizhe Yuan Graham Neubig Pengfei Liu 57 811 0 22 Jun 2021
How well do you know your summarization datasets? Priyam Tejaswin Dhruv Naik Peng Liu 33 26 0 21 Jun 2021
Analysis of GraphSum's Attention Weights to Improve the Explainability of Multi-Document Summarization M. Hickmann Fabian Wurzberger Megi Hoxhalli Arne Lochner Jessica Töllich A. Scherp 19 1 0 19 May 2021
Literature review on vulnerability detection using NLP technology Jiajie Wu 44 14 0 23 Apr 2021
Enhancing Scientific Papers Summarization with Citation Graph Chen An Ming Zhong Yiran Chen Danqing Wang Xipeng Qiu Xuanjing Huang 8 43 0 07 Apr 2021
A Pseudo-Metric between Probability Distributions based on Depth-Trimmed Regions Guillaume Staerman Pavlo Mozharovskyi Pierre Colombo Stéphan Clémenccon Florence dÁlché-Buc OOD 69 17 0 23 Mar 2021
A Hierarchical Reasoning Graph Neural Network for The Automatic Scoring of Answer Transcriptions in Video Job Interviews Kai Chen M. Niu Qingcai Chen 23 5 0 22 Dec 2020
Movie Summarization via Sparse Graph Construction Pinelopi Papalampidi Frank Keller Mirella Lapata 29 32 0 14 Dec 2020
Multi-document Summarization via Deep Learning Techniques: A Survey Congbo Ma W. Zhang Mingyu Guo Hu Wang Quan Z. Sheng 18 126 0 10 Nov 2020
SciSummPip: An Unsupervised Scientific Paper Summarization Pipeline Jiaxin Ju Ming Liu Longxiang Gao Shirui Pan 68 13 0 19 Oct 2020
Extracting Summary Knowledge Graphs from Long Documents Zeqiu Wu Rik Koncel-Kedziorski Mari Ostendorf Hannaneh Hajishirzi 35 15 0 19 Sep 2020
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 261 1,436 0 22 Aug 2019
SummaRuNNer: A Recurrent Neural Network based Sequence Model for Extractive Summarization of Documents Ramesh Nallapati Feifei Zhai Bowen Zhou 207 1,255 0 14 Nov 2016