Reducing Quantity Hallucinations in Abstractive Summarization

28 September 2020

Papers citing "Reducing Quantity Hallucinations in Abstractive Summarization"

24 / 24 papers shown

Title
HILL: A Hallucination Identifier for Large Language Models Florian Leiser S. Eckhardt Valentin Leuthe Merlin Knaeble Alexander Maedche Gerhard Schwabe Ali Sunyaev HILM 75 27 0 11 Mar 2024
AI Hallucinations: A Misnomer Worth Clarifying Negar Maleki Balaji Padmanabhan Kaushik Dutta 80 45 0 09 Jan 2024
Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization G. Chrysostomou Zhixue Zhao Miles Williams Nikolaos Aletras HILM 71 11 0 15 Nov 2023
Is In-hospital Meta-information Useful for Abstractive Discharge Summary Generation? Kenichiro Ando Mamoru Komachi T. Okumura Hiromasa Horiguchi Yuji Matsumoto 38 2 0 10 Mar 2023
Tailoring Language Generation Models under Total Variation Distance Haozhe Ji Pei Ke Zhipeng Hu Rongsheng Zhang Minlie Huang 93 19 0 26 Feb 2023
Discharge Summary Hospital Course Summarisation of In Patient Electronic Health Record Text with Clinical Concept Guided Deep Pre-Trained Transformer Models Thomas Searle Zina M. Ibrahim J. Teo Richard J. B. Dobson 35 32 0 14 Nov 2022
Improving abstractive summarization with energy-based re-ranking Diogo Pernes Afonso Mendes André F. T. Martins 71 6 0 27 Oct 2022
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey Sachin Kumar Vidhisha Balachandran Lucille Njoo Antonios Anastasopoulos Yulia Tsvetkov ELM 177 91 0 14 Oct 2022
Shortcomings of Question Answering Based Factuality Frameworks for Error Localization Ryo Kamoi Tanya Goyal Greg Durrett HILM 92 14 0 13 Oct 2022
Probing of Quantitative Values in Abstractive Summarization Models Nathan M. White 71 0 0 03 Oct 2022
Scim: Intelligent Skimming Support for Scientific Papers Raymond Fok Hita Kambhamettu Luca Soldaini Jonathan Bragg Kyle Lo Andrew Head Marti A. Hearst Daniel S. Weld 114 38 0 09 May 2022
Masked Summarization to Generate Factually Inconsistent Summaries for Improved Factual Consistency Checking Hwanhee Lee Kang Min Yoo Joonsuk Park Hwaran Lee Kyomin Jung HILM 55 11 0 04 May 2022
Learning to Revise References for Faithful Summarization Griffin Adams Han-Chin Shing Q. Sun C. Winestock Kathleen McKeown Noémie Elhadad 88 32 0 13 Apr 2022
Towards Differential Relational Privacy and its use in Question Answering Simone Bombari Alessandro Achille Zijian Wang Yu Wang Yusheng Xie Kunwar Yashraj Singh Srikar Appalaraju Vijay Mahadevan Stefano Soatto 58 1 0 30 Mar 2022
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods Wei Li Wenhao Wu Moye Chen Jiachen Liu Xinyan Xiao Hua Wu HILM 147 29 0 10 Mar 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 284 2,479 0 08 Feb 2022
MiRANews: Dataset and Benchmarks for Multi-Resource-Assisted News Summarization Xinnuo Xu Ondrej Dusek Shashi Narayan Verena Rieser Ioannis Konstas HILM 53 6 0 22 Sep 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 255 155 0 30 Aug 2021
Hierarchical Summarization for Longform Spoken Dialog Daniel Li Thomas Chen Albert Tung Lydia B. Chilton 47 19 0 21 Aug 2021
How Optimal is Greedy Decoding for Extractive Question Answering? Or Castel Ori Ram Avia Efrat Omer Levy 84 4 0 12 Aug 2021
Summary Explorer: Visualizing the State of the Art in Text Summarization S. Syed Tariq Yousef Khalid Al Khatib S. Jänicke Martin Potthast ELM 64 9 0 04 Aug 2021
Increasing Faithfulness in Knowledge-Grounded Dialogue with Controllable Features Hannah Rashkin David Reitter Gaurav Singh Tomar Dipanjan Das 238 102 0 14 Jul 2021
The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey Yi-Chong Huang Xiachong Feng Xiaocheng Feng Bing Qin HILM 199 108 0 30 Apr 2021
Annotating and Modeling Fine-grained Factuality in Summarization Tanya Goyal Greg Durrett HILM 84 153 0 09 Apr 2021