Faithful to the Document or to the World? Mitigating Hallucinations via Entity-linked Knowledge in Abstractive Summarization

28 April 2022

Papers citing "Faithful to the Document or to the World? Mitigating Hallucinations via Entity-linked Knowledge in Abstractive Summarization"

28 / 28 papers shown

Title
Evaluating LLMs' Assessment of Mixed-Context Hallucination Through the Lens of Summarization Siya Qi Rui Cao Yulan He Zheng Yuan HILM 54 0 0 03 Mar 2025
Domain-specific Guided Summarization for Mental Health Posts Lu Qian Yuqi Wang Z. Wang H. Zhang Wei Wang Ting Yu Anh Nguyen AI4MH 34 1 0 03 Nov 2024
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget Adam Gould Pere-Lluis Huguet-Cabot S. Dadhania Francesca Toni 64 7 0 31 Jul 2024
Improving Factual Error Correction for Abstractive Summarization via Data Distillation and Conditional-generation Cloze Yiyang Li Lei Li Dingxing Hu Xueyi Hao Marina Litvak N. Vanetik Yanquan Zhou HILM KELM 17 0 0 13 Feb 2024
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs Yuxuan Huang Lida Shi Anqi Liu Hao Xu LLMAG ELM KELM LRM 11 2 0 18 Dec 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 75 48 0 22 Nov 2023
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples Generation Haoyi Qiu Kung-Hsiang Huang Jingnong Qu Nanyun Peng HILM 26 6 0 16 Nov 2023
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey Garima Agrawal Tharindu Kumarage Zeyad Alghami Huanmin Liu 32 81 0 14 Nov 2023
A Read-and-Select Framework for Zero-shot Entity Linking Zhenran Xu Yulin Chen Baotian Hu Min Zhang 18 3 0 19 Oct 2023
Revisiting Sparse Retrieval for Few-shot Entity Linking Yulin Chen Zhenran Xu Baotian Hu Min Zhang 16 1 0 19 Oct 2023
Chain of Natural Language Inference for Reducing Large Language Model Ungrounded Hallucinations Deren Lei Yaxi Li Mengya Hu Mingyu Wang Vincent Yun Emily Ching Eslam Kamal HILM LRM 24 39 0 06 Oct 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 37 76 0 13 Sep 2023
Expository Text Generation: Imitate, Retrieve, Paraphrase Nishant Balepur Jie Huang Kevin Chen-Chuan Chang 8 8 0 05 May 2023
Learning with Rejection for Abstractive Text Summarization Mengyao Cao Yue Dong Jingyi He Jackie C.K. Cheung 15 8 0 16 Feb 2023
Inverse Reinforcement Learning for Text Summarization Yujiao Fu Deyi Xiong Yue Dong 31 4 0 19 Dec 2022
Improved Beam Search for Hallucination Mitigation in Abstractive Summarization A. Sridhar Erik M. Visser HILM 26 14 0 06 Dec 2022
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling Vidhisha Balachandran Hannaneh Hajishirzi William W. Cohen Yulia Tsvetkov HILM KELM 82 46 0 22 Oct 2022
Training Dynamics for Text Summarization Models Tanya Goyal Jiacheng Xu J. Li Greg Durrett 59 29 0 15 Oct 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 170 145 0 30 Aug 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 215 305 0 27 Apr 2021
Entity-level Factual Consistency of Abstractive Text Summarization Feng Nan Ramesh Nallapati Zhiguo Wang Cicero Nogueira dos Santos Henghui Zhu Dejiao Zhang Kathleen McKeown Bing Xiang HILM 142 157 0 18 Feb 2021
GO FIGURE: A Meta Evaluation of Factuality in Summarization Saadia Gabriel Asli Celikyilmaz Rahul Jha Yejin Choi Jianfeng Gao HILM 233 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 167 159 0 17 Oct 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 251 2,012 0 28 Jul 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 406 2,584 0 03 Sep 2019
Text Summarization with Pretrained Encoders Yang Liu Mirella Lapata MILM 254 1,430 0 22 Aug 2019
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 170 3,508 0 10 Jun 2015