Surveying the Landscape of Text Summarization with Deep Learning: A Comprehensive Review

13 October 2023

Papers citing "Surveying the Landscape of Text Summarization with Deep Learning: A Comprehensive Review"

50 / 77 papers shown

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 505 1 0 16 Dec 2024
On Learning to Summarize with Large Language Models as References Yixin Liu Kejian Shi Katherine S He Longtian Ye Alexander R. Fabbri Pengfei Liu Dragomir R. Radev Arman Cohan ELM 79 82 0 23 May 2023
Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization Dongmin Hyun Xiting Wang Chanyoung Park Xing Xie Hwanjo Yu 50 7 0 21 Dec 2022
Long-Document Cross-Lingual Summarization Shaohui Zheng Zhixu Li Jiaan Wang Jianfeng Qu An Liu Lei Zhao Zhigang Chen RALM 82 9 0 01 Dec 2022
Few-shot Query-Focused Summarization with Prefix-Merging Ruifeng Yuan Zili Wang Ziqiang Cao Wenjie Li 86 7 0 29 Nov 2022
Salience Allocation as Guidance for Abstractive Summarization Fei Wang Kaiqiang Song Hongming Zhang Lifeng Jin Sangwoo Cho Wenlin Yao Xiaoyang Wang Muhao Chen Dong Yu 84 33 0 22 Oct 2022
An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics Huan Yee Koh Jiaxin Ju Ming Liu Shirui Pan 139 127 0 03 Jul 2022
CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision Yuning Mao Ming Zhong Jiawei Han 42 15 0 12 May 2022
A Survey on Cross-Lingual Summarization Jiaan Wang Fandong Meng Duo Zheng Yunlong Liang Zhixu Li Jianfeng Qu Jie Zhou AILaw 62 62 0 23 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 888 13,207 0 04 Mar 2022
Automatic Text Summarization Methods: A Comprehensive Review Divakar Yadav Jalpa J Desai A. Yadav 44 52 0 03 Mar 2022
DSGPT: Domain-Specific Generative Pre-Training of Transformers for Text Generation in E-commerce Title and Review Summarization Xueying Zhang Yunjiang Jiang Yue Shang Zhaomeng Cheng Chi Zhang Xiaochuan Fan Yun Xiao Bo Long 51 17 0 15 Dec 2021
Exploring Neural Models for Query-Focused Summarization Jesse Vig Alexander R. Fabbri Wojciech Kry'sciñski Chien-Sheng Wu Wenhao Liu AI4TS 76 48 0 14 Dec 2021
A Survey on Multi-modal Summarization Anubhav Jangra Sourajit Mukherjee Adam Jatowt S. Saha M. Hasanuzzaman 71 63 0 11 Sep 2021
Sequence Level Contrastive Learning for Text Summarization Shusheng Xu Xingxing Zhang Yi Wu Furu Wei 71 97 0 08 Sep 2021
Multiplex Graph Neural Network for Extractive Text Summarization Baoyu Jing Zeyu You Tao Yang Wei Fan Hanghang Tong 85 43 0 29 Aug 2021
EmailSum: Abstractive Email Thread Summarization Shiyue Zhang Asli Celikyilmaz Jianfeng Gao Joey Tianyi Zhou 70 38 0 30 Jul 2021
A Survey on Dialogue Summarization: Recent Advances and New Frontiers Xiachong Feng Xiaocheng Feng Bing Qin 78 100 0 07 Jul 2021
Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents Rui Meng Khushboo Thaker Lei Zhang Yue Dong Xingdi Yuan Tong Wang Daqing He 67 42 0 31 May 2021
Cross-Lingual Abstractive Summarization with Limited Parallel Resources Yu Bai Yang Gao Heyan Huang 89 52 0 28 May 2021
BookSum: A Collection of Datasets for Long-form Narrative Summarization Wojciech Kry'sciñski Nazneen Rajani Divyansh Agarwal Caiming Xiong Dragomir R. Radev RALM 109 154 0 18 May 2021
Efficient Attentions for Long Document Summarization L. Huang Shuyang Cao Nikolaus Nova Parulian Heng Ji Lu Wang 133 289 0 05 Apr 2021
AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive Summarization Tiezheng Yu Zihan Liu Pascale Fung CLL 92 81 0 21 Mar 2021
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 568 2,103 0 28 Jul 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 889 42,463 0 28 May 2020
TLDR: Extreme Summarization of Scientific Documents Isabel Cachola Kyle Lo Arman Cohan Daniel S. Weld 117 217 0 30 Apr 2020
MLSUM: The Multilingual Summarization Corpus Thomas Scialom Paul-Alexis Dray Sylvain Lamprier Benjamin Piwowarski Jacopo Staiano 77 177 0 30 Apr 2020
Heterogeneous Graph Neural Networks for Extractive Document Summarization Danqing Wang Pengfei Liu Y. Zheng Xipeng Qiu Xuanjing Huang 143 282 0 26 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 185 4,100 0 10 Apr 2020
XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and Generation Yaobo Liang Nan Duan Yeyun Gong Ning Wu Fenfei Guo ... Shuguang Liu Fan Yang Daniel Fernando Campos Rangan Majumder Ming Zhou ELM VLM 111 350 0 03 Apr 2020
UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-Training Hangbo Bao Li Dong Furu Wei Wenhui Wang Nan Yang ... Yu Wang Songhao Piao Jianfeng Gao Ming Zhou H. Hon AI4CE 88 394 0 28 Feb 2020
Time-aware Large Kernel Convolutions Vasileios Lioutas Yuhong Guo AI4TS 73 29 0 08 Feb 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 297 2,054 0 18 Dec 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 264 10,861 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 488 20,342 0 23 Oct 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 255 7,554 0 02 Oct 2019
BillSum: A Corpus for Automatic Summarization of US Legislation Anastassia Kornilova Vladimir Eidelman AILaw 83 156 0 01 Oct 2019
Extractive Summarization of Long Documents by Combining Global and Local Context Wen Xiao Giuseppe Carenini 104 153 0 17 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 187 602 0 05 Sep 2019
BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent Summarization Eva Sharma Chen Li Lu Wang AILaw 79 223 0 10 Jun 2019
Multi-News: a Large-Scale Multi-Document Summarization Dataset and Abstractive Hierarchical Model Alexander R. Fabbri Irene Li Tianwei She Suyi Li Dragomir R. Radev 86 590 0 04 Jun 2019
Hierarchical Transformers for Multi-Document Summarization Yang Liu Mirella Lapata 118 298 0 30 May 2019
HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization Xingxing Zhang Furu Wei M. Zhou 89 379 0 16 May 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 357 5,872 0 21 Apr 2019
Fine-tune BERT for Extractive Summarization Yang Liu 70 486 0 25 Mar 2019
Pay Less Attention with Lightweight and Dynamic Convolutions Felix Wu Angela Fan Alexei Baevski Yann N. Dauphin Michael Auli 89 610 0 29 Jan 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 182 5,674 0 25 Jan 2019
Structured Neural Summarization Patrick Fernandes Miltiadis Allamanis Marc Brockschmidt GNN 85 212 0 05 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Shashi Narayan Shay B. Cohen Mirella Lapata AILaw 155 1,684 0 27 Aug 2018