Do Multi-Document Summarization Models Synthesize?

31 January 2023

Jay DeYoung

Stephanie C. Martinez

Iain J. Marshall

Byron C. Wallace

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Papers citing "Do Multi-Document Summarization Models Synthesize?"

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Title
Attributable and Scalable Opinion Summarization Tom Hosking Hao Tang Mirella Lapata 53 9 0 19 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.1K 14,179 0 15 Mar 2023
How "Multi" is Multi-Document Summarization? Ruben Wolhandler Arie Cattan Ori Ernst Ido Dagan 94 12 0 23 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 167 3,110 0 20 Oct 2022
Improving Multi-Document Summarization through Referenced Flexible Extraction with Credit-Awareness Yun-Zhu Song Yi-Syuan Chen Hong-Han Shuai 71 21 0 04 May 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 205 1,330 0 10 Feb 2022
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization Wen Xiao Iz Beltagy Giuseppe Carenini Arman Cohan CVBM 107 117 0 16 Oct 2021
What Would it Take to get Biomedical QA Systems into Practice? Gregory Kell Iain J. Marshall Byron C. Wallace A. Jaun 61 10 0 21 Sep 2021
Aspect-Controllable Opinion Summarization Reinald Kim Amplayo Stefanos Angelidis Mirella Lapata 46 72 0 07 Sep 2021
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution Jiacheng Xu Greg Durrett 71 16 0 03 Jun 2021
Improving Factual Consistency of Abstractive Summarization via Question Answering Feng Nan Cicero Nogueira dos Santos Henghui Zhu Patrick Ng Kathleen McKeown Ramesh Nallapati Dejiao Zhang Zhiguo Wang Andrew O. Arnold Bing Xiang HILM 50 84 0 10 May 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 260 310 0 27 Apr 2021
MS2: Multi-Document Summarization of Medical Studies Jay DeYoung Iz Beltagy Madeleine van Zuylen Bailey Kuehl Lucy Lu Wang 59 112 0 13 Apr 2021
QuestEval: Summarization Asks for Fact-based Evaluation Thomas Scialom Paul-Alexis Dray Patrick Gallinari Sylvain Lamprier Benjamin Piwowarski Jacopo Staiano Alex Jinpeng Wang HILM 48 274 0 23 Mar 2021
Nutri-bullets: Summarizing Health Studies by Composing Segments Darsh J. Shah L. Yu Tao Lei Regina Barzilay 72 9 0 22 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 166 159 0 18 Feb 2021
Unsupervised Opinion Summarization with Content Planning Reinald Kim Amplayo Stefanos Angelidis Mirella Lapata 39 49 0 14 Dec 2020
Extractive Opinion Summarization in Quantized Transformer Spaces Stefanos Angelidis Reinald Kim Amplayo Yoshihiko Suhara Xiaolan Wang Mirella Lapata MQ 115 110 0 08 Dec 2020
Multi-XScience: A Large-scale Dataset for Extreme Multi-document Summarization of Scientific Articles Yao Lu Yue Dong Laurent Charlin AILaw 58 120 0 27 Oct 2020
Understanding Neural Abstractive Summarization Models via Uncertainty Jiacheng Xu Shrey Desai Greg Durrett UQLM 33 47 0 15 Oct 2020
Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization Byron C. Wallace Sayantani Saha Frank Soboczenski Iain J. Marshall HILM 46 78 0 25 Aug 2020
A Large-Scale Multi-Document Summarization Dataset from the Wikipedia Current Events Portal D. Ghalandari Chris Hokamp N. Pham John Glover Georgiana Ifrim 40 109 0 20 May 2020
Evidence Inference 2.0: More Data, Better Models Jay DeYoung Eric P. Lehman Benjamin E. Nye Iain J. Marshall Byron C. Wallace 84 68 0 08 May 2020
On Faithfulness and Factuality in Abstractive Summarization Joshua Maynez Shashi Narayan Bernd Bohnet Ryan T. McDonald HILM 77 1,031 0 02 May 2020
Unsupervised Opinion Summarization with Noising and Denoising Reinald Kim Amplayo Mirella Lapata 22 71 0 21 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 128 4,048 0 10 Apr 2020
Asking and Answering Questions to Evaluate the Factual Consistency of Summaries Alex Jinpeng Wang Kyunghyun Cho M. Lewis HILM 77 480 0 08 Apr 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 240 2,044 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 211 10,792 0 29 Oct 2019
Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher HILM 101 742 0 28 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 369 20,053 0 23 Oct 2019
Informative and Controllable Opinion Summarization Reinald Kim Amplayo Mirella Lapata 70 57 0 05 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 558 2,660 0 03 Sep 2019
Neural Text Summarization: A Critical Evaluation Wojciech Kry'sciñski N. Keskar Bryan McCann Caiming Xiong R. Socher 74 365 0 23 Aug 2019
Probing Neural Network Comprehension of Natural Language Arguments Timothy Niven Hung-Yu kao AAML 82 454 0 17 Jul 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 74 583 0 04 Jun 2019
Hierarchical Transformers for Multi-Document Summarization Yang Liu Mirella Lapata 108 297 0 30 May 2019
What do you learn from context? Probing for sentence structure in contextualized word representations Ian Tenney Patrick Xia Berlin Chen Alex Jinpeng Wang Adam Poliak ... Najoung Kim Benjamin Van Durme Samuel R. Bowman Dipanjan Das Ellie Pavlick 170 858 0 15 May 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.5K 94,511 0 11 Oct 2018
Summarizing Opinions: Aspect Extraction Meets Sentiment Prediction and They Are Both Weakly Supervised Stefanos Angelidis Mirella Lapata 44 184 0 27 Aug 2018
Cautious Deep Learning Yotam Hechtlinger Barnabás Póczós Larry A. Wasserman 143 64 0 24 May 2018
Adafactor: Adaptive Learning Rates with Sublinear Memory Cost Noam M. Shazeer Mitchell Stern ODL 72 1,043 0 11 Apr 2018
Generating Wikipedia by Summarizing Long Sequences Peter J. Liu Mohammad Saleh Etienne Pot Ben Goodrich Ryan Sepassi Lukasz Kaiser Noam M. Shazeer CVBM 164 797 0 30 Jan 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 628 130,942 0 12 Jun 2017
Self-critical Sequence Training for Image Captioning Steven J. Rennie E. Marcheret Youssef Mroueh Jerret Ross Vaibhava Goel 105 1,886 0 02 Dec 2016
Assessing the Ability of LSTMs to Learn Syntax-Sensitive Dependencies Tal Linzen Emmanuel Dupoux Yoav Goldberg 99 903 0 04 Nov 2016
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models Ashwin K. Vijayakumar Michael Cogswell Ramprasaath R. Selvaraju Q. Sun Stefan Lee David J. Crandall Dhruv Batra 89 554 0 07 Oct 2016
Pointer Networks Oriol Vinyals Meire Fortunato Navdeep Jaitly 115 3,048 0 09 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.4K 149,842 0 22 Dec 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 505 27,263 0 01 Sep 2014