Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation

24 October 2020

Yuning Mao

Xiang Ren

Heng Ji

Jiawei Han

HILM

ArXiv PDF HTML

Papers citing "Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation"

21 / 21 papers shown

Title
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 168 160 0 18 Feb 2021
Multi-Fact Correction in Abstractive Text Summarization Yue Dong Shuohang Wang Zhe Gan Yu Cheng Jackie C.K. Cheung Jingjing Liu KELM HILM 75 119 0 06 Oct 2020
Evaluating Interactive Summarization: an Expansion-Based Framework Ori Shapira Ramakanth Pasunuru H. Ronen Joey Tianyi Zhou Yael Amsterdamer Ido Dagan 120 2 0 17 Sep 2020
Learning to summarize from human feedback Nisan Stiennon Long Ouyang Jeff Wu Daniel M. Ziegler Ryan J. Lowe Chelsea Voss Alec Radford Dario Amodei Paul Christiano ALM 225 2,139 0 02 Sep 2020
Improving Truthfulness of Headline Generation Kazuki Matsumaru Sho Takase Naoaki Okazaki HILM 37 49 0 02 May 2020
On Faithfulness and Factuality in Abstractive Summarization Joshua Maynez Shashi Narayan Bernd Bohnet Ryan T. McDonald HILM 77 1,032 0 02 May 2020
POINTER: Constrained Progressive Text Generation via Insertion-based Generative Pre-training Yizhe Zhang Guoyin Wang Chunyuan Li Zhe Gan Chris Brockett Bill Dolan 49 30 0 01 May 2020
Enhancing Factual Consistency of Abstractive Summarization Chenguang Zhu William Fu-Hinthorn Ruochen Xu Qingkai Zeng Michael Zeng Xuedong Huang Meng Jiang HILM KELM 215 40 0 19 Mar 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 270 2,048 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 246 10,819 0 29 Oct 2019
Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher HILM 101 743 0 28 Oct 2019
Facet-Aware Evaluation for Extractive Summarization Yuning Mao Liyuan Liu Qi Zhu Xiang Ren Jiawei Han CVBM 41 20 0 27 Aug 2019
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 452 1,451 0 22 Aug 2019
Assessing The Factual Accuracy of Generated Text Ben Goodrich Vinay Rao Mohammad Saleh Peter J. Liu HILM 87 188 0 30 May 2019
APRIL: Interactively Learning to Summarise by Combining Active Preference Learning and Reinforcement Learning Yang Gao Christian M. Meyer Iryna Gurevych 46 34 0 29 Aug 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 119 1,674 0 27 Aug 2018
Fast Lexically Constrained Decoding with Dynamic Beam Allocation for Neural Machine Translation Matt Post David Vilar 66 314 0 18 Apr 2018
A Deep Reinforced Model for Abstractive Summarization Romain Paulus Caiming Xiong R. Socher AI4TS 197 1,557 0 11 May 2017
Lexically Constrained Decoding for Sequence Generation Using Grid Beam Search Chris Hokamp Qun Liu 77 377 0 24 Apr 2017
Get To The Point: Summarization with Pointer-Generator Networks A. See Peter J. Liu Christopher D. Manning 3DPC 285 4,019 0 14 Apr 2017
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond Ramesh Nallapati Bowen Zhou Cicero Nogueira dos Santos Çağlar Gülçehre Bing Xiang AIMat 250 2,554 0 19 Feb 2016