A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models

17 June 2024

Haopeng Zhang

Papers citing "A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models"

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Title
Evaluating LLMs and Pre-trained Models for Text Summarization Across Diverse Datasets Tohida Rehman Soumabha Ghosh Kuntal Das Souvik Bhattacharjee Debarshi Kumar Sanyal S. Chattopadhyay 69 0 0 26 Feb 2025
On the Role of Summary Content Units in Text Summarization Evaluation Marcel Nawrath Agnieszka Nowak Tristan Ratz Danilo C. Walenta Juri Opitz ... Sebastian Gehrmann Saad Mahamood Miruna Clinciu Khyathi Chandu Yufang Hou ELM 48 5 0 02 Apr 2024
Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization? Xue-Yong Fu Md Tahmid Rahman Laskar Elena Khasanova Cheng-Hsiung Chen TN ShashiBhushan ALM 39 21 0 01 Feb 2024
Fair Abstractive Summarization of Diverse Perspectives Yusen Zhang Nan Zhang Yixin Liu Alexander R. Fabbri Junru Liu ... Caiming Xiong Jieyu Zhao Dragomir R. Radev Kathleen McKeown Rui Zhang 45 8 0 14 Nov 2023
InstructPTS: Instruction-Tuning LLMs for Product Title Summarization B. Fetahu Zhiyu Zoey Chen Oleg Rokhlenko S. Malmasi 39 8 0 25 Oct 2023
BooookScore: A systematic exploration of book-length summarization in the era of LLMs Yapei Chang Kyle Lo Tanya Goyal Mohit Iyyer ALM 61 115 0 01 Oct 2023
Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles Kung-Hsiang Huang Philippe Laban Alexander R. Fabbri Prafulla Kumar Choubey Shafiq Joty Caiming Xiong Chien-Sheng Wu 46 29 0 17 Sep 2023
How Ready are Pre-trained Abstractive Models and LLMs for Legal Case Judgement Summarization? Aniket Deroy Kripabandhu Ghosh Saptarshi Ghosh ELM AILaw 34 60 0 02 Jun 2023
Element-aware Summarization with Large Language Models: Expert-aligned Evaluation and Chain-of-Thought Method Yiming Wang Zhuosheng Zhang Rui Wang 69 82 0 22 May 2023
InheritSumm: A General, Versatile and Compact Summarizer by Distilling from GPT Yichong Xu Ruochen Xu Dan Iter Yang Liu Shuohang Wang Chenguang Zhu Michael Zeng 31 10 0 22 May 2023
Large Language Models are Diverse Role-Players for Summarization Evaluation Ning Wu Ming Gong Linjun Shou Shining Liang Daxin Jiang 88 65 0 27 Mar 2023
Towards Personalized Review Summarization by Modeling Historical Reviews from Customer and Product Separately Xin Cheng Shen Gao Yuchi Zhang Yongliang Wang Preslav Nakov Mingzhe Li Dongyan Zhao Rui Yan 34 10 0 27 Jan 2023
A comprehensive review of automatic text summarization techniques: method, data, evaluation and coding D. Cajueiro A. G. Nery Igor Tavares Maísa Kely de Melo Silvia A. dos Reis Weigang Li V. R. R. Celestino 41 15 0 04 Jan 2023
Inverse Reinforcement Learning for Text Summarization Yujiao Fu Deyi Xiong Yue Dong 64 4 0 19 Dec 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 60 33 0 22 Oct 2022
Towards a Unified Multi-Dimensional Evaluator for Text Generation Ming Zhong Yang Liu Da Yin Yuning Mao Yizhu Jiao Peng Liu Chenguang Zhu Heng Ji Jiawei Han ELM 61 263 0 13 Oct 2022
HEGEL: Hypergraph Transformer for Long Document Summarization Haopeng Zhang Xiao Liu Jiawei Zhang 43 45 0 09 Oct 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 122 115 0 22 Sep 2022
NEWTS: A Corpus for News Topic-Focused Summarization Seyed Ali Bahrainian Sheridan Feucht Carsten Eickhoff 79 25 0 31 May 2022
SNaC: Coherence Error Detection for Narrative Summarization Tanya Goyal Junyi Jessy Li Greg Durrett 68 27 0 19 May 2022
BRIO: Bringing Order to Abstractive Summarization Yixin Liu Pengfei Liu Dragomir R. Radev Graham Neubig 31 282 0 31 Mar 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 92 9 0 29 Jan 2022
SummaC: Re-Visiting NLI-based Models for Inconsistency Detection in Summarization Philippe Laban Tobias Schnabel Paul N. Bennett Marti A. Hearst HILM 57 387 0 18 Nov 2021
Recursively Summarizing Books with Human Feedback Jeff Wu Long Ouyang Daniel M. Ziegler Nissan Stiennon Ryan J. Lowe Jan Leike Paul Christiano ALM 88 301 0 22 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 49 29 0 11 Sep 2021
Multiplex Graph Neural Network for Extractive Text Summarization Baoyu Jing Zeyu You Tao Yang Wei Fan Hanghang Tong 62 43 0 29 Aug 2021
Alleviating Exposure Bias via Contrastive Learning for Abstractive Text Summarization Shichao Sun Wenjie Li 32 26 0 26 Aug 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 176 9,946 0 17 Jun 2021
Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection Sihao Chen Fan Zhang Kazoo Sone Dan Roth HILM 65 106 0 19 Apr 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 64 330 0 13 Apr 2021
MediaSum: A Large-scale Media Interview Dataset for Dialogue Summarization Chenguang Zhu Yang Liu Jie Mei Michael Zeng 36 135 0 11 Mar 2021
Entity-level Factual Consistency of Abstractive Text Summarization Feng Nan Ramesh Nallapati Zhiguo Wang Cicero Nogueira dos Santos Henghui Zhu Dejiao Zhang Kathleen McKeown Bing Xiang HILM 156 159 0 18 Feb 2021
GSum: A General Framework for Guided Neural Abstractive Summarization Zi-Yi Dou Pengfei Liu Hiroaki Hayashi Zhengbao Jiang Graham Neubig 34 258 0 15 Oct 2020
Dr. Summarize: Global Summarization of Medical Dialogue by Exploiting Local Structures Anirudh Joshi Namit Katariya X. Amatriain Anitha Kannan MedIm 40 89 0 18 Sep 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 63 3,996 0 10 Apr 2020
Fill in the BLANC: Human-free quality estimation of document summaries Oleg V. Vasilyev Vedant Dharnidharka John Bohannon 3DH 55 117 0 23 Feb 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 168 2,029 0 18 Dec 2019
Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher HILM 62 739 0 28 Oct 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 92 7,386 0 02 Oct 2019
BillSum: A Corpus for Automatic Summarization of US Legislation Anastassia Kornilova Vladimir Eidelman AILaw 22 155 0 01 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 242 6,420 0 26 Sep 2019
On Extractive and Abstractive Neural Document Summarization with Transformer Language Models Sandeep Subramanian Raymond Li Jonathan Pilault C. Pal 263 217 0 07 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 522 11,979 0 27 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 359 24,160 0 26 Jul 2019
Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document Summarization Sangwoo Cho Logan Lebanoff H. Foroosh Fei Liu 47 54 0 31 May 2019
Unified Language Model Pre-training for Natural Language Understanding and Generation Li Dong Nan Yang Wenhui Wang Furu Wei Xiaodong Liu Yu Wang Jianfeng Gao M. Zhou H. Hon ELM AI4CE 130 1,553 0 08 May 2019
MASS: Masked Sequence to Sequence Pre-training for Language Generation Kaitao Song Xu Tan Tao Qin Jianfeng Lu Tie-Yan Liu 79 962 0 07 May 2019
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 87 1,652 0 27 Aug 2018
Adapting the Neural Encoder-Decoder Framework from Single to Multi-Document Summarization Logan Lebanoff Kaiqiang Song Fei Liu 31 156 0 19 Aug 2018
Structure-Infused Copy Mechanisms for Abstractive Summarization Kaiqiang Song Lin Zhao Fei Liu 47 76 0 14 Jun 2018