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"

50 / 72 papers shown

Title
HausaNLP at SemEval-2025 Task 3: Towards a Fine-Grained Model-Aware Hallucination Detection Maryam Bala Amina Imam Abubakar Abdulhamid Abubakar Abdulkadir Shehu Bichi Hafsa Kabir Ahmad Sani Abdullahi Sani Idris Abdulmumin Shamsuddeen Hassan Muhamad I. Ahmad HILM 44 1 0 25 Mar 2025
Treble Counterfactual VLMs: A Causal Approach to Hallucination Li Li Jiashu Qu Yuxiao Zhou Yuehan Qin Tiankai Yang Yue Zhao 95 2 0 08 Mar 2025
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 59 0 0 16 Feb 2025
Can LVLMs and Automatic Metrics Capture Underlying Preferences of Blind and Low-Vision Individuals for Navigational Aid? Na Min An Eunki Kim Wan Ju Kang Sangryul Kim Hyunjung Shim James Thorne 41 0 0 15 Feb 2025
Summarization of Opinionated Political Documents with Varied Perspectives Nicholas Deas Kathleen McKeown 21 0 0 06 Nov 2024
Evaluating the Correctness of Inference Patterns Used by LLMs for Judgment Lu Chen Yuxuan Huang Yixing Li Dongrui Liu Qihan Ren Shuai Zhao Kun Kuang Zilong Zheng Quanshi Zhang 31 1 0 06 Oct 2024
THaMES: An End-to-End Tool for Hallucination Mitigation and Evaluation in Large Language Models Mengfei Liang Archish Arun Zekun Wu Cristian Muñoz Jonathan Lutch Emre Kazim Adriano Soares Koshiyama Philip C. Treleaven HILM 32 0 0 17 Sep 2024
GLARE: Guided LexRank for Advanced Retrieval in Legal Analysis Fabio Gregório Rafaela Castro Kele Belloze Rui Pedro Lopes Eduardo Bezerra AILaw ELM 19 0 0 10 Sep 2024
CodeMirage: Hallucinations in Code Generated by Large Language Models Vibhor Agarwal Yulong Pei Salwa Alamir Xiaomo Liu 40 4 0 14 Aug 2024
Developing a Reliable, Fast, General-Purpose Hallucination Detection and Mitigation Service Song Wang Xun Wang Jie Mei Yujia Xie Sean Muarray Zhang Li Lingfeng Wu Sihan Chen Wayne Xiong HILM 61 0 0 22 Jul 2024
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models Yuyan Chen Qiang Fu Yichen Yuan Zhihao Wen Ge Fan Dayiheng Liu Dongmei Zhang Zhixu Li Yanghua Xiao HILM 46 69 0 04 Jul 2024
VideoHallucer: Evaluating Intrinsic and Extrinsic Hallucinations in Large Video-Language Models Yuxuan Wang Yueqian Wang Dongyan Zhao Cihang Xie Zilong Zheng MLLM VLM 52 26 0 24 Jun 2024
Factual Dialogue Summarization via Learning from Large Language Models Rongxin Zhu Jey Han Lau Jianzhong Qi HILM 52 1 0 20 Jun 2024
Towards Minimal Targeted Updates of Language Models with Targeted Negative Training Lily H. Zhang Rajesh Ranganath Arya Tafvizi 33 1 0 19 Jun 2024
Mitigating Large Language Model Hallucination with Faithful Finetuning Minda Hu Bowei He Yufei Wang Liangyou Li Chen-li Ma Irwin King HILM 46 7 0 17 Jun 2024
M-QALM: A Benchmark to Assess Clinical Reading Comprehension and Knowledge Recall in Large Language Models via Question Answering Anand Subramanian Viktor Schlegel Abhinav Ramesh Kashyap Thanh-Tung Nguyen Vijay Prakash Dwivedi Stefan Winkler ELM LM&MA AI4MH 31 3 0 06 Jun 2024
Confidence Under the Hood: An Investigation into the Confidence-Probability Alignment in Large Language Models Abhishek Kumar Robert D Morabito Sanzhar Umbet Jad Kabbara Ali Emami 53 5 0 25 May 2024
Can We Catch the Elephant? A Survey of the Evolvement of Hallucination Evaluation on Natural Language Generation Siya Qi Yulan He Zheng Yuan LRM HILM 43 1 0 18 Apr 2024
KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking Jiawei Zhang Chejian Xu Y. Gai Freddy Lecue Dawn Song Bo-wen Li HILM 29 10 0 03 Apr 2024
Multi-Modal Hallucination Control by Visual Information Grounding Alessandro Favero L. Zancato Matthew Trager Siddharth Choudhary Pramuditha Perera Alessandro Achille Ashwin Swaminathan Stefano Soatto MLLM 87 62 0 20 Mar 2024
German also Hallucinates! Inconsistency Detection in News Summaries with the Absinth Dataset Laura Mascarell Ribin Chalumattu Annette Rios HILM 46 0 0 06 Mar 2024
A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models S. Hegselmann Zejiang Shen Florian Gierse Monica Agrawal David Sontag Xiaoyi Jiang HILM VLM 26 6 0 23 Feb 2024
Entity-level Factual Adaptiveness of Fine-tuning based Abstractive Summarization Models Jongyoon Song Nohil Park Bongkyu Hwang Jaewoong Yun Seongho Joe Youngjune Gwon Sungroh Yoon KELM HILM 38 1 0 23 Feb 2024
Strong hallucinations from negation and how to fix them Nicholas Asher Swarnadeep Bhar ReLM LRM 40 4 0 16 Feb 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 71 212 0 22 Jan 2024
Small Language Model Can Self-correct Haixia Han Jiaqing Liang Jie Shi Qi He Yanghua Xiao LRM SyDa ReLM KELM 40 11 0 14 Jan 2024
AI Hallucinations: A Misnomer Worth Clarifying Negar Maleki Balaji Padmanabhan Kaushik Dutta 28 34 0 09 Jan 2024
Mitigating Fine-Grained Hallucination by Fine-Tuning Large Vision-Language Models with Caption Rewrites Lei Wang Jiabang He Shenshen Li Ning Liu Ee-Peng Lim MLLM 27 39 0 04 Dec 2023
A Survey of the Evolution of Language Model-Based Dialogue Systems Hongru Wang Lingzhi Wang Yiming Du Liang Chen Jing Zhou Yufei Wang Kam-Fai Wong LRM 59 20 0 28 Nov 2023
Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus Tianhang Zhang Lin Qiu Qipeng Guo Cheng Deng Yue Zhang Zheng-Wei Zhang Cheng Zhou Xinbing Wang Luoyi Fu HILM 77 48 0 22 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 39 722 0 09 Nov 2023
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
FaMeSumm: Investigating and Improving Faithfulness of Medical Summarization Nan Zhang Yusen Zhang Wu Guo P. Mitra Rui Zhang HILM 35 4 0 03 Nov 2023
Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs Xue-Yong Fu Md Tahmid Rahman Laskar Cheng-Hsiung Chen TN ShashiBhushan HILM ELM 68 18 0 01 Nov 2023
Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation Yixin Wan Fanyou Wu Weijie Xu Srinivasan H. Sengamedu HILM 24 5 0 28 Oct 2023
LUNA: A Model-Based Universal Analysis Framework for Large Language Models Da Song Xuan Xie Jiayang Song Derui Zhu Yuheng Huang Felix Juefei Xu Lei Ma ALM 35 3 0 22 Oct 2023
Factored Verification: Detecting and Reducing Hallucination in Summaries of Academic Papers Charlie George Andreas Stuhlmuller HILM 20 5 0 16 Oct 2023
Metric Ensembles For Hallucination Detection Grant C. Forbes Parth Katlana Zeydy Ortiz HILM 38 4 0 16 Oct 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 34 160 0 13 Oct 2023
Teaching Language Models to Hallucinate Less with Synthetic Tasks Erik Jones Hamid Palangi Clarisse Simoes Varun Chandrasekaran Subhabrata Mukherjee Arindam Mitra Ahmed Hassan Awadallah Ece Kamar HILM 21 24 0 10 Oct 2023
LongDocFACTScore: Evaluating the Factuality of Long Document Abstractive Summarisation Jennifer A Bishop Qianqian Xie Sophia Ananiadou HILM 17 9 0 21 Sep 2023
Aligning Large Language Models for Clinical Tasks Supun Manathunga Isuru Hettigoda LM&MA ELM AI4MH 30 10 0 06 Sep 2023
Optimizing Factual Accuracy in Text Generation through Dynamic Knowledge Selection Hongjin Qian Zhicheng Dou Jiejun Tan Haonan Chen Haoqi Gu Ruofei Lai Xinyu Zhang Zhao Cao Ji-Rong Wen 29 2 0 30 Aug 2023
Is Stack Overflow Obsolete? An Empirical Study of the Characteristics of ChatGPT Answers to Stack Overflow Questions Samia Kabir David N. Udo-Imeh Bonan Kou Tianyi Zhang ELM 24 66 0 04 Aug 2023
Tackling Hallucinations in Neural Chart Summarization Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 34 7 0 01 Aug 2023
Generating Benchmarks for Factuality Evaluation of Language Models Dor Muhlgay Ori Ram Inbal Magar Yoav Levine Nir Ratner Yonatan Belinkov Omri Abend Kevin Leyton-Brown Amnon Shashua Y. Shoham HILM 25 91 0 13 Jul 2023
A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation Neeraj Varshney Wenlin Yao Hongming Zhang Jianshu Chen Dong Yu HILM 42 155 0 08 Jul 2023
Challenges in Domain-Specific Abstractive Summarization and How to Overcome them Anum Afzal Juraj Vladika Daniel Braun Florian Matthes HILM 25 10 0 03 Jul 2023
Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation Niels Mündler Jingxuan He Slobodan Jenko Martin Vechev HILM 22 108 0 25 May 2023
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Nan Duan Weizhu Chen KELM LRM 36 357 0 19 May 2023