Understanding Neural Abstractive Summarization Models via Uncertainty

Understanding Neural Abstractive Summarization Models via Uncertainty

15 October 2020

Papers citing "Understanding Neural Abstractive Summarization Models via Uncertainty"

19 / 19 papers shown

Title
Dynamic Attention-Guided Context Decoding for Mitigating Context Faithfulness Hallucinations in Large Language Models Yanwen Huang Yong Zhang Ning Cheng Zhitao Li Shaojun Wang Jing Xiao 91 0 0 02 Jan 2025
Rethinking Transformer-based Multi-document Summarization: An Empirical Investigation Congbo Ma Wei Emma Zhang Dileepa Pitawela Haojie Zhuang Yanfeng Shu 22 0 0 16 Jul 2024
RTSUM: Relation Triple-based Interpretable Summarization with Multi-level Salience Visualization Seonglae Cho Yonggi Cho HoonJae Lee Myungha Jang Jinyoung Yeo Dongha Lee 27 0 0 21 Oct 2023
Neural Keyphrase Generation: Analysis and Evaluation Tuhin Kundu Jishnu Ray Chowdhury Cornelia Caragea 31 0 0 27 Apr 2023
Do Multi-Document Summarization Models Synthesize? Jay DeYoung Stephanie C. Martinez Iain J. Marshall Byron C. Wallace 24 8 0 31 Jan 2023
How Far are We from Robust Long Abstractive Summarization? Huan Yee Koh Jiaxin Ju He Zhang Ming Liu Shirui Pan HILM 31 39 0 30 Oct 2022
Mutual Information Alleviates Hallucinations in Abstractive Summarization Liam van der Poel Ryan Cotterell Clara Meister HILM 18 58 0 24 Oct 2022
Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity Dennis Ulmer J. Frellsen Christian Hardmeier 195 22 0 20 Oct 2022
An Empirical Survey on Long Document Summarization: Datasets, Models and Metrics Huan Yee Koh Jiaxin Ju Ming Liu Shirui Pan 83 122 0 03 Jul 2022
Don't Say What You Don't Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search Daniel King Zejiang Shen Nishant Subramani Daniel S. Weld Iz Beltagy Doug Downey HILM 28 31 0 16 Mar 2022
Massive-scale Decoding for Text Generation using Lattices Jiacheng Xu Siddhartha Reddy Jonnalagadda Greg Durrett AI4CE 35 8 0 14 Dec 2021
HydraSum: Disentangling Stylistic Features in Text Summarization using Multi-Decoder Models Tanya Goyal Nazneen Rajani Wenhao Liu Wojciech Kry'sciñski AI4CE 20 12 0 08 Oct 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 186 146 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
Trust It or Not: Confidence-Guided Automatic Radiology Report Generation Yixin Wang Zihao Lin Zhe Xu Haoyu Dong Jiang Tian Jie Luo Zhongchao Shi Yang Zhang Jianping Fan Zhiqiang He UQCV MedIm 36 12 0 21 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
Should We Trust This Summary? Bayesian Abstractive Summarization to The Rescue Alexios Gidiotis Grigorios Tsoumakas UQCV UD BDL 22 9 0 21 May 2021
On Hallucination and Predictive Uncertainty in Conditional Language Generation Yijun Xiao Wei Wang HILM 13 182 0 28 Mar 2021
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 246 290 0 17 Mar 2020