On Faithfulness and Factuality in Abstractive Summarization

2 May 2020

Papers citing "On Faithfulness and Factuality in Abstractive Summarization"

50 / 257 papers shown

Title
Towards Generating Citation Sentences for Multiple References with Intent Control Jia-yan Wu A. Shieh S. Hsu Yun-Nung Chen 20 9 0 02 Dec 2021
Fine-Grained Opinion Summarization with Minimal Supervision Suyu Ge Jiaxin Huang Yu Meng Sharon Wang Jiawei Han 121 2 0 17 Oct 2021
Improving Compositional Generalization with Self-Training for Data-to-Text Generation Sanket Vaibhav Mehta J. Rao Yi Tay Mihir Kale Ankur P. Parikh Emma Strubell AI4CE 38 30 0 16 Oct 2021
ASPECTNEWS: Aspect-Oriented Summarization of News Documents Ojas Ahuja Jiacheng Xu A. Gupta Kevin Horecka Greg Durrett 84 46 0 15 Oct 2021
Attention-guided Generative Models for Extractive Question Answering Peng Xu Davis Liang Zhiheng Huang Bing Xiang 43 18 0 12 Oct 2021
Explainable Fact-checking through Question Answering Jing Yang D. Vega-Oliveros Taís Seibt Anderson de Rezende Rocha HILM 27 14 0 11 Oct 2021
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News Summarization Xinnuo Xu Ondrej Dusek Shashi Narayan Verena Rieser Ioannis Konstas HILM 28 6 0 22 Sep 2021
Investigating Crowdsourcing Protocols for Evaluating the Factual Consistency of Summaries Xiangru Tang Alexander R. Fabbri Haoran Li Ziming Mao Griffin Adams Borui Wang Asli Celikyilmaz Yashar Mehdad Dragomir R. Radev HILM 13 19 0 19 Sep 2021
Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation Mingkai Deng Bowen Tan Zhengzhong Liu Eric Xing Zhiting Hu 16 73 0 14 Sep 2021
"Let Your Characters Tell Their Story": A Dataset for Character-Centric Narrative Understanding Faeze Brahman Meng Huang Oyvind Tafjord Chao Zhao Mrinmaya Sachan Snigdha Chaturvedi 27 53 0 12 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 24 29 0 11 Sep 2021
Learning Opinion Summarizers by Selecting Informative Reviews Arthur Brazinskas Mirella Lapata Ivan Titov 53 29 0 09 Sep 2021
TruthfulQA: Measuring How Models Mimic Human Falsehoods Stephanie C. Lin Jacob Hilton Owain Evans HILM 57 1,750 0 08 Sep 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 186 148 0 30 Aug 2021
Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation Yuexiang Xie Fei Sun Yang Deng Yaliang Li Bolin Ding HILM 26 53 0 30 Aug 2021
A Survey on Automated Fact-Checking Zhijiang Guo M. Schlichtkrull Andreas Vlachos 29 460 0 26 Aug 2021
Hierarchical Summarization for Longform Spoken Dialog Daniel Li Thomas Chen Albert Tung Lydia B. Chilton 28 19 0 21 Aug 2021
EmailSum: Abstractive Email Thread Summarization Shiyue Zhang Asli Celikyilmaz Jianfeng Gao Joey Tianyi Zhou 30 38 0 30 Jul 2021
Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features Hannah Rashkin David Reitter Gaurav Singh Tomar Dipanjan Das 172 101 0 14 Jul 2021
Indian Legal NLP Benchmarks : A Survey Prathamesh Kalamkar Janani Venugopalan Vivek Raghavan ELM AILaw VLM 34 5 0 13 Jul 2021
XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages Tahmid Hasan Abhik Bhattacharjee Md. Saiful Islam Kazi Samin Mubasshir Yuan-Fang Li Yong-Bin Kang M. Rahman Rifat Shahriyar 37 344 0 25 Jun 2021
Learning to Complete Code with Sketches Daya Guo Alexey Svyatkovskiy Jian Yin Nan Duan Marc Brockschmidt Miltiadis Allamanis 21 40 0 18 Jun 2021
Unsupervised Abstractive Opinion Summarization by Generating Sentences with Tree-Structured Topic Guidance Masaru Isonuma Junichiro Mori Danushka Bollegala Ichiro Sakata 21 27 0 15 Jun 2021
Automatic Document Sketching: Generating Drafts from Analogous Texts Zeqiu Wu Michel Galley Chris Brockett Yizhe Zhang Bill Dolan 52 5 0 14 Jun 2021
To Point or Not to Point: Understanding How Abstractive Summarizers Paraphrase Text Matthew Wilber William Timkey Marten van Schijndel 24 8 0 03 Jun 2021
Focus Attention: Promoting Faithfulness and Diversity in Summarization Rahul Aralikatte Shashi Narayan Joshua Maynez S. Rothe Ryan T. McDonald 37 45 0 25 May 2021
Evaluating Attribution in Dialogue Systems: The BEGIN Benchmark Nouha Dziri Hannah Rashkin Tal Linzen David Reitter ALM 206 79 0 30 Apr 2021
The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey Yi-Chong Huang Xiachong Feng Xiaocheng Feng Bing Qin HILM 136 106 0 30 Apr 2021
Towards Clinical Encounter Summarization: Learning to Compose Discharge Summaries from Prior Notes Han-Chin Shing Chaitanya P. Shivade Nima Pourdamghani Feng Nan Philip Resnik Douglas W. Oard Parminder Bhatia 60 24 0 27 Apr 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 233 306 0 27 Apr 2021
Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection Sihao Chen Fan Zhang Kazoo Sone Dan Roth HILM 47 104 0 19 Apr 2021
Extract, Denoise and Enforce: Evaluating and Improving Concept Preservation for Text-to-Text Generation Yuning Mao Wenchang Ma Deren Lei Jiawei Han Xiang Ren 29 4 0 18 Apr 2021
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 228 144 0 18 Apr 2021
Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs Jiaao Chen Diyi Yang 25 97 0 16 Apr 2021
$$Q^{2}$: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering$ $Q^{2}$ : Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering Or Honovich Leshem Choshen Roee Aharoni Ella Neeman Idan Szpektor Omri Abend HILM 36 138 0 16 Apr 2021
Sometimes We Want Translationese Prasanna Parthasarathi Koustuv Sinha J. Pineau Adina Williams AAML 22 4 0 15 Apr 2021
What's in a Summary? Laying the Groundwork for Advances in Hospital-Course Summarization Griffin Adams Emily Alsentzer Mert Ketenci Jason Zucker Noémie Elhadad 57 47 0 12 Apr 2021
Annotating and Modeling Fine-grained Factuality in Summarization Tanya Goyal Greg Durrett HILM 21 153 0 09 Apr 2021
A New Approach to Overgenerating and Scoring Abstractive Summaries Kaiqiang Song Bingqing Wang Z. Feng Fei Liu 22 17 0 05 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 28 268 0 23 Mar 2021
Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View Tianyu Liu Xin Zheng Baobao Chang Zhifang Sui 127 35 0 17 Feb 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics Sebastian Gehrmann Tosin Adewumi Karmanya Aggarwal Pawan Sasanka Ammanamanchi Aremu Anuoluwapo ... Nishant Subramani Wei Xu Diyi Yang Akhila Yerukola Jiawei Zhou VLM 260 285 0 02 Feb 2021
Evaluating Semantic Accuracy of Data-to-Text Generation with Natural Language Inference Ondrej Dusek Zdeněk Kasner 30 66 0 21 Nov 2020
Detecting Hallucinated Content in Conditional Neural Sequence Generation Chunting Zhou Graham Neubig Jiatao Gu Mona T. Diab P. Guzmán Luke Zettlemoyer Marjan Ghazvininejad HILM 39 196 0 05 Nov 2020
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report Generation Yasuhide Miura Yuhao Zhang Emily Bao Tsai C. Langlotz Dan Jurafsky MedIm 160 157 0 20 Oct 2020
Evaluating Factuality in Generation with Dependency-level Entailment Tanya Goyal Greg Durrett 23 147 0 12 Oct 2020
CDEvalSumm: An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems Yiran Chen Pengfei Liu Ming Zhong Zi-Yi Dou Danqing Wang Xipeng Qiu Xuanjing Huang ELM 33 24 0 11 Oct 2020
What Have We Achieved on Text Summarization? Dandan Huang Leyang Cui Sen Yang Guangsheng Bao Kun Wang Jun Xie Yue Zhang 40 109 0 09 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 17 118 0 06 Oct 2020
GenAug: Data Augmentation for Finetuning Text Generators Steven Y. Feng Varun Gangal Dongyeop Kang Teruko Mitamura Eduard H. Hovy 16 73 0 05 Oct 2020