Analyzing and Evaluating Faithfulness in Dialogue Summarization

21 October 2022

Bin Wang

Chen Zhang

Yan Zhang

Yiming Chen

Haizhou Li

HILM

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Papers citing "Analyzing and Evaluating Faithfulness in Dialogue Summarization"

26 / 26 papers shown

Title
BRIO: Bringing Order to Abstractive Summarization Yixin Liu Pengfei Liu Dragomir R. Radev Graham Neubig 69 285 0 31 Mar 2022
CONFIT: Toward Faithful Dialogue Summarization with Linguistically-Informed Contrastive Fine-tuning Xiangru Tang Arjun Nair Borui Wang Bingyao Wang Jai Desai Aaron Wade Haoran Li Asli Celikyilmaz Yashar Mehdad Dragomir R. Radev HILM 36 63 0 16 Dec 2021
CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization Shuyang Cao Lu Wang HILM 53 180 0 19 Sep 2021
Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization Junpeng Liu Yanyan Zou Hainan Zhang Hongshen Chen Zhuoye Ding Caixia Yuan Xiaojie Wang 39 66 0 10 Sep 2021
Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive Summarization Faisal Ladhak Esin Durmus He He Claire Cardie Kathleen McKeown 49 65 0 31 Aug 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 210 154 0 30 Aug 2021
A Survey on Dialogue Summarization: Recent Advances and New Frontiers Xiachong Feng Xiaocheng Feng Bing Qin 60 100 0 07 Jul 2021
Coreference-Aware Dialogue Summarization Zhengyuan Liu Ke Shi Nancy F. Chen 47 60 0 16 Jun 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
Annotating and Modeling Fine-grained Factuality in Summarization Tanya Goyal Greg Durrett HILM 48 154 0 09 Apr 2021
MediaSum: A Large-scale Media Interview Dataset for Dialogue Summarization Chenguang Zhu Yang Liu Jie Mei Michael Zeng 51 137 0 11 Mar 2021
Evaluating Factuality in Generation with Dependency-level Entailment Tanya Goyal Greg Durrett 90 151 0 12 Oct 2020
Inductive Learning on Commonsense Knowledge Graph Completion Bin Wang Guangtao Wang Jing Huang Jiaxuan You J. Leskovec C.-C. Jay Kuo 48 41 0 19 Sep 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
Extractive Summarization as Text Matching Ming Zhong Pengfei Liu Yiran Chen Danqing Wang Xipeng Qiu Xuanjing Huang 123 462 0 19 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
SBERT-WK: A Sentence Embedding Method by Dissecting BERT-based Word Models Bin Wang C.-C. Jay Kuo 41 154 0 16 Feb 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
SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization Bogdan Gliwa Iwona Mochol M. Biesek A. Wawer 111 631 0 27 Nov 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
Neural Text Summarization: A Critical Evaluation Wojciech Kry'sciñski N. Keskar Bryan McCann Caiming Xiong R. Socher 74 365 0 23 Aug 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 115 1,671 0 27 Aug 2018
A Deep Reinforced Model for Abstractive Summarization Romain Paulus Caiming Xiong R. Socher AI4TS 179 1,556 0 11 May 2017
Get To The Point: Summarization with Pointer-Generator Networks A. See Peter J. Liu Christopher D. Manning 3DPC 253 4,014 0 14 Apr 2017
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 321 3,538 0 10 Jun 2015
Sequence Transduction with Recurrent Neural Networks Alex Graves 171 1,866 0 14 Nov 2012