The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey

30 April 2021

Papers citing "The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey"

22 / 22 papers shown

Title
Treble Counterfactual VLMs: A Causal Approach to Hallucination Li Li Jiashu Qu Yuxiao Zhou Yuehan Qin Tiankai Yang Yue Zhao 90 2 0 08 Mar 2025
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 59 0 0 16 Feb 2025
Factual Dialogue Summarization via Learning from Large Language Models Rongxin Zhu Jey Han Lau Jianzhong Qi HILM 52 1 0 20 Jun 2024
German also Hallucinates! Inconsistency Detection in News Summaries with the Absinth Dataset Laura Mascarell Ribin Chalumattu Annette Rios HILM 33 0 0 06 Mar 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 63 211 0 22 Jan 2024
Evaluating Generative Ad Hoc Information Retrieval Lukas Gienapp Harrisen Scells Niklas Deckers Janek Bevendorff Shuai Wang ... Maik Frobe Guide Zucoon Benno Stein Matthias Hagen Martin Potthast RALM 37 11 0 08 Nov 2023
"Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference Letters Yixin Wan George Pu Jiao Sun Aparna Garimella Kai-Wei Chang Nanyun Peng 34 159 0 13 Oct 2023
Aligning Large Language Models for Clinical Tasks Supun Manathunga Isuru Hettigoda LM&MA ELM AI4MH 23 10 0 06 Sep 2023
Tackling Hallucinations in Neural Chart Summarization Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 29 7 0 01 Aug 2023
Evaluating Object Hallucination in Large Vision-Language Models Yifan Li Yifan Du Kun Zhou Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen MLLM LRM 93 693 0 17 May 2023
Entity-Based Evaluation of Political Bias in Automatic Summarization Karen Zhou Chenhao Tan 35 1 0 03 May 2023
Evaluating Parameter Efficient Learning for Generation Peng-Tao Xu M. Patwary Shrimai Prabhumoye Virginia Adams R. Prenger Wei Ping Nayeon Lee M. Shoeybi Bryan Catanzaro MoE 27 3 0 25 Oct 2022
Taxonomy of Abstractive Dialogue Summarization: Scenarios, Approaches and Future Directions Qi Jia Yizhu Liu Siyu Ren Kenny Q. Zhu 26 6 0 18 Oct 2022
Abstractive Meeting Summarization: A Survey Virgile Rennard Guokan Shang Julie Hunter Michalis Vazirgiannis 32 15 0 08 Aug 2022
Mapping the Design Space of Human-AI Interaction in Text Summarization Ruijia Cheng Alison Smith-Renner Kecheng Zhang Joel R. Tetreault A. Jaimes 39 31 0 29 Jun 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 44 2,234 0 08 Feb 2022
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
A Survey on Dialogue Summarization: Recent Advances and New Frontiers Xiachong Feng Xiaocheng Feng Bing Qin 30 100 0 07 Jul 2021
GO FIGURE: A Meta Evaluation of Factuality in Summarization Saadia Gabriel Asli Celikyilmaz Rahul Jha Yejin Choi Jianfeng Gao HILM 235 96 0 24 Oct 2020
Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation Yuning Mao Xiang Ren Heng Ji Jiawei Han HILM 115 38 0 24 Oct 2020
Factual Error Correction for Abstractive Summarization Models Mengyao Cao Yue Dong Jiapeng Wu Jackie C.K. Cheung HILM KELM 169 159 0 17 Oct 2020
Enhancing Factual Consistency of Abstractive Summarization Chenguang Zhu William Fu-Hinthorn Ruochen Xu Qingkai Zeng Michael Zeng Xuedong Huang Meng-Long Jiang HILM KELM 185 40 0 19 Mar 2020