Multi-document Summarization via Deep Learning Techniques: A Survey

10 November 2020

Hu Wang

Papers citing "Multi-document Summarization via Deep Learning Techniques: A Survey"

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Title
EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents Mengna Zhu Kaisheng Zeng Mao Wang Kaiming Xiao Lei Hou Hongbin Huang Juanzi Li 409 1 0 16 Dec 2024
Automated Review Generation Method Based on Large Language Models Shican Wu Xiao Ma Dehui Luo Lulu Li Xiangcheng Shi ... Ran Luo Chunlei Pei Zhijian Zhao Zhi-Jian Zhao Jinlong Gong 86 0 0 30 Jul 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 146 87 0 05 Mar 2024
EmailSum: Abstractive Email Thread Summarization Shiyue Zhang Asli Celikyilmaz Jianfeng Gao Joey Tianyi Zhou 41 38 0 30 Jul 2021
AgreeSum: Agreement-Oriented Multi-Document Summarization Richard Yuanzhe Pang Á. Lelkes Vinh Q. Tran Cong Yu 20 16 0 04 Jun 2021
Controllable Abstractive Dialogue Summarization with Sketch Supervision Chien-Sheng Wu Linqing Liu Wenhao Liu Pontus Stenetorp Caiming Xiong 32 52 0 28 May 2021
Self-Supervised Multimodal Opinion Summarization Jinbae Im Moonki Kim Hoyeop Lee Hyunsouk Cho Sehee Chung 16 35 0 27 May 2021
QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarization Ming Zhong Da Yin Tao Yu A. Zaidi Mutethia Mutuma ... Ahmed Hassan Awadallah Asli Celikyilmaz Yang Liu Xipeng Qiu Dragomir R. Radev RALM 68 330 0 13 Apr 2021
MediaSum: A Large-scale Media Interview Dataset for Dialogue Summarization Chenguang Zhu Yang Liu Jie Mei Michael Zeng 41 135 0 11 Mar 2021
Data Augmentation for Abstractive Query-Focused Multi-Document Summarization Ramakanth Pasunuru Asli Celikyilmaz Michel Galley Chenyan Xiong Yizhe Zhang Joey Tianyi Zhou Jianfeng Gao 47 41 0 02 Mar 2021
The 10 Research Topics in the Internet of Things W. Zhang Quan Z. Sheng A. Mahmood Dai Hoang Tran Munazza Zaib S. Hamad Abdulwahab Aljubairy A. Alhazmi S. Sagar Congbo Ma 25 30 0 02 Dec 2020
Topic-Centric Unsupervised Multi-Document Summarization of Scientific and News Articles Amanuel Alambo Cori Lohstroh Erik Madaus Swati Padhee Brandy Foster Tanvi Banerjee K. Thirunarayan M. Raymer 115 15 0 03 Nov 2020
How Domain Terminology Affects Meeting Summarization Performance Jia Jin Koay A. Roustai Xiaojin Dai Dillon Burns Alec Kerrigan Fei Liu BDL 60 26 0 02 Nov 2020
Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articles Yao Lu Yue Dong Laurent Charlin AILaw 53 119 0 27 Oct 2020
QBSUM: a Large-Scale Query-Based Document Summarization Dataset from Real-world Applications Mingjun Zhao Shengli Yan Bang Liu Xinwang Zhong Qian Hao Haolan Chen Di Niu Bowei Long Wei-dong Guo RALM 54 20 0 27 Oct 2020
AQuaMuSe: Automatically Generating Datasets for Query-Based Multi-Document Summarization Sayali Kulkarni Sheide Chammas Wan Zhu Fei Sha Eugene Ie RALM 69 52 0 23 Oct 2020
Multi-View Sequence-to-Sequence Models with Conversational Structure for Abstractive Dialogue Summarization Jiaao Chen Diyi Yang 51 147 0 04 Oct 2020
Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning Yuning Mao Yanru Qu Yiqing Xie Xiang Ren Jiawei Han AI4TS 93 46 0 30 Sep 2020
Dr. Summarize: Global Summarization of Medical Dialogue by Exploiting Local Structures Anirudh Joshi Namit Katariya X. Amatriain Anitha Kannan MedIm 43 90 0 18 Sep 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 478 2,051 0 28 Jul 2020
SummEval: Re-evaluating Summarization Evaluation Alexander R. Fabbri Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher Dragomir R. Radev HILM 86 701 0 24 Jul 2020
Soft Expert Reward Learning for Vision-and-Language Navigation Hu Wang Qi Wu Chunhua Shen 25 49 0 21 Jul 2020
Xiaomingbot: A Multilingual Robot News Reporter Runxin Xu Jun Cao Mingxuan Wang Jiaze Chen Hao Zhou ... Xiang Yin Xijin Zhang Songcheng Jiang Yuxuan Wang Lei Li 36 11 0 12 Jul 2020
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization A. Esteva Anuprit Kale Romain Paulus Kazuma Hashimoto Wenpeng Yin Dragomir R. Radev R. Socher 75 65 0 17 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 469 41,106 0 28 May 2020
NILE : Natural Language Inference with Faithful Natural Language Explanations Sawan Kumar Partha P. Talukdar XAI LRM 64 163 0 25 May 2020
A Large-Scale Multi-Document Summarization Dataset from the Wikipedia Current Events Portal D. Ghalandari Chris Hokamp N. Pham John Glover Georgiana Ifrim 26 109 0 20 May 2020
Leveraging Graph to Improve Abstractive Multi-Document Summarization Wei Li Xinyan Xiao Jiachen Liu Hua Wu Haifeng Wang Junping Du 32 134 0 20 May 2020
SUPERT: Towards New Frontiers in Unsupervised Evaluation Metrics for Multi-Document Summarization Yang Gao Wei Zhao Steffen Eger ELM 43 125 0 07 May 2020
Learning to Faithfully Rationalize by Construction Sarthak Jain Sarah Wiegreffe Yuval Pinter Byron C. Wallace 59 162 0 30 Apr 2020
Heterogeneous Graph Neural Networks for Extractive Document Summarization Danqing Wang Pengfei Liu Y. Zheng Xipeng Qiu Xuanjing Huang 70 280 0 26 Apr 2020
MATINF: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and Summarization Canwen Xu Jiaxin Pei Hongtao Wu Yiyu Liu Chenliang Li MLLM VLM 34 14 0 26 Apr 2020
Extractive Summarization as Text Matching Ming Zhong Pengfei Liu Yiran Chen Danqing Wang Xipeng Qiu Xuanjing Huang 96 461 0 19 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 85 3,996 0 10 Apr 2020
Natural Language Processing Advancements By Deep Learning: A Survey A. Torfi Rouzbeh A. Shirvani Yaser Keneshloo Nader Tavvaf Edward A. Fox AI4CE VLM 99 218 0 02 Mar 2020
Reformer: The Efficient Transformer Nikita Kitaev Lukasz Kaiser Anselm Levskaya VLM 146 2,279 0 13 Jan 2020
Unity in Diversity: Learning Distributed Heterogeneous Sentence Representation for Extractive Summarization A. Singh Manish Gupta Vasudeva Varma 19 9 0 25 Dec 2019
Explicit Sparse Transformer: Concentrated Attention Through Explicit Selection Guangxiang Zhao Junyang Lin Zhiyuan Zhang Xuancheng Ren Qi Su Xu Sun 41 110 0 25 Dec 2019
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 195 2,029 0 18 Dec 2019
Unsupervised Opinion Summarization as Copycat-Review Generation Arthur Brazinskas Mirella Lapata Ivan Titov 34 126 0 06 Nov 2019
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 125 10,720 0 29 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 260 19,824 0 23 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 258 6,420 0 26 Sep 2019
Learning to Create Sentence Semantic Relation Graphs for Multi-Document Summarization Diego Antognini Boi Faltings 30 22 0 20 Sep 2019
MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance Wei Zhao Maxime Peyrard Fei Liu Yang Gao Christian M. Meyer Steffen Eger 111 592 0 05 Sep 2019
Informative and Controllable Opinion Summarization Reinald Kim Amplayo Mirella Lapata 57 57 0 05 Sep 2019
ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation Networks Michihiro Yasunaga Jungo Kasai Rui Zhang Alexander R. Fabbri Irene Li Dan Friedman Dragomir R. Radev 88 208 0 04 Sep 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 104 1,939 0 09 Aug 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 398 24,160 0 26 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 178 8,386 0 19 Jun 2019