Improving Faithfulness of Large Language Models in Summarization via
Sliding Generation and Self-Consistency

Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency

31 July 2024

Papers citing "Improving Faithfulness of Large Language Models in Summarization via Sliding Generation and Self-Consistency"

12 / 12 papers shown

Title
DEFAME: Dynamic Evidence-based FAct-checking with Multimodal Experts Tobias Braun Mark Rothermel Marcus Rohrbach Anna Rohrbach 83 1 0 13 Dec 2024
Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation Ryotaro Shimizu Takashi Wada Yu Wang Johannes Kruse Sean O'Brien ... Yuya Yoshikawa Yuki Saito Fugee Tsung M. Goto Julian McAuley 19 0 0 17 Oct 2024
A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models Haopeng Zhang Philip S. Yu Jiawei Zhang 30 14 0 17 Jun 2024
A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods Hanlei Jin Yang Zhang Dan Meng Jun Wang Jinghua Tan 65 79 0 05 Mar 2024
Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts Jian Xie Kai Zhang Jiangjie Chen Renze Lou Yu-Chuan Su RALM 198 150 0 22 May 2023
Personalized Abstractive Summarization by Tri-agent Generation Pipeline Md Aminul Haque Palash Sourav Saha Faria Afrin Pengcheng He 29 4 0 04 May 2023
Improving Factual Consistency in Summarization with Compression-Based Post-Editing Alexander R. Fabbri Prafulla Kumar Choubey Jesse Vig Chien-Sheng Wu Caiming Xiong HILM KELM 42 17 0 11 Nov 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
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
HIBRIDS: Attention with Hierarchical Biases for Structure-aware Long Document Summarization Shuyang Cao Lu Wang 64 36 0 21 Mar 2022
A Token-level Reference-free Hallucination Detection Benchmark for Free-form Text Generation Tianyu Liu Yizhe Zhang Chris Brockett Yi Mao Zhifang Sui Weizhu Chen W. Dolan HILM 217 140 0 18 Apr 2021
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 170 3,504 0 10 Jun 2015