Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive Summarization

31 August 2021

Esin Durmus

Kathleen McKeown

Papers citing "Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive Summarization"

27 / 27 papers shown

Title
To Point or Not to Point: Understanding How Abstractive Summarizers Paraphrase Text Matthew Wilber William Timkey Marten van Schijndel 84 8 0 03 Jun 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 251 308 0 27 Apr 2021
Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection Sihao Chen Fan Zhang Kazoo Sone Dan Roth HILM 73 106 0 19 Apr 2021
Annotating and Modeling Fine-grained Factuality in Summarization Tanya Goyal Greg Durrett HILM 48 154 0 09 Apr 2021
Detecting Hallucinated Content in Conditional Neural Sequence Generation Chunting Zhou Graham Neubig Jiatao Gu Mona T. Diab P. Guzmán Luke Zettlemoyer Marjan Ghazvininejad HILM 76 199 0 05 Nov 2020
GO FIGURE: A Meta Evaluation of Factuality in Summarization Saadia Gabriel Asli Celikyilmaz Rahul Jha Yejin Choi Jianfeng Gao HILM 253 96 0 24 Oct 2020
Understanding Neural Abstractive Summarization Models via Uncertainty Jiacheng Xu Shrey Desai Greg Durrett UQLM 26 47 0 15 Oct 2020
Evaluating Factuality in Generation with Dependency-level Entailment Tanya Goyal Greg Durrett 82 148 0 12 Oct 2020
WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive Summarization Faisal Ladhak Esin Durmus Claire Cardie Kathleen McKeown CVBM 45 198 0 07 Oct 2020
Multi-Fact Correction in Abstractive Text Summarization Yue Dong Shuohang Wang Zhe Gan Yu Cheng Jackie C.K. Cheung Jingjing Liu KELM HILM 55 118 0 06 Oct 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
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization Esin Durmus He He Mona T. Diab HILM 70 390 0 07 May 2020
Improving Truthfulness of Headline Generation Kazuki Matsumaru Sho Takase Naoaki Okazaki HILM 27 49 0 02 May 2020
On Faithfulness and Factuality in Abstractive Summarization Joshua Maynez Shashi Narayan Bernd Bohnet Ryan T. McDonald HILM 67 1,025 0 02 May 2020
Improved Natural Language Generation via Loss Truncation Daniel Kang Tatsunori Hashimoto 34 97 0 30 Apr 2020
Asking and Answering Questions to Evaluate the Factual Consistency of Summaries Alex Jinpeng Wang Kyunghyun Cho M. Lewis HILM 63 478 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 197 2,029 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 133 10,720 0 29 Oct 2019
Evaluating the Factual Consistency of Abstractive Text Summarization Wojciech Kry'sciñski Bryan McCann Caiming Xiong R. Socher HILM 69 739 0 28 Oct 2019
Neural Text Summarization: A Critical Evaluation Wojciech Kry'sciñski N. Keskar Bryan McCann Caiming Xiong R. Socher 67 363 0 23 Aug 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 152 1,553 0 08 May 2019
Content Selection in Deep Learning Models of Summarization Chris Kedzie Kathleen McKeown Hal Daumé BDL MedIm 74 147 0 29 Oct 2018
WikiHow: A Large Scale Text Summarization Dataset Mahnaz Koupaee William Yang Wang 45 290 0 18 Oct 2018
Improving Abstraction in Text Summarization Wojciech Kry'sciñski Romain Paulus Caiming Xiong R. Socher 35 147 0 23 Aug 2018
Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategies Max Grusky Mor Naaman Yoav Artzi 74 550 0 30 Apr 2018
Faithful to the Original: Fact Aware Neural Abstractive Summarization Ziqiang Cao Furu Wei Wenjie Li Sujian Li HILM 67 372 0 13 Nov 2017
A Neural Attention Model for Abstractive Sentence Summarization Alexander M. Rush S. Chopra Jason Weston CVBM 110 2,695 0 02 Sep 2015