Analyzing LLM Behavior in Dialogue Summarization: Unveiling
Circumstantial Hallucination Trends

Analyzing LLM Behavior in Dialogue Summarization: Unveiling Circumstantial Hallucination Trends

5 June 2024

Elisa Ferracane

Zachary Chase Lipton

Papers citing "Analyzing LLM Behavior in Dialogue Summarization: Unveiling Circumstantial Hallucination Trends"

10 / 10 papers shown

Title
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation Hanghui Guo Jia Zhu Shimin Di Weijie Shi Zhangze Chen Jiajie Xu 54 0 0 14 Apr 2025
GraphCheck: Breaking Long-Term Text Barriers with Extracted Knowledge Graph-Powered Fact-Checking Yingjian Chen Haoran Liu Yinhong Liu Rui Yang Han Yuan ... Pengyuan Zhou Peng Yuan Zhou Qingyu Chen James Caverlee Irene Li HILM 74 0 0 23 Feb 2025
Summaries, Highlights, and Action items: Design, implementation and evaluation of an LLM-powered meeting recap system Sumit Asthana Sagi Hilleli Pengcheng He Aaron L Halfaker 74 11 0 28 Jul 2023
SummaC: Re-Visiting NLI-based Models for Inconsistency Detection in Summarization Philippe Laban Tobias Schnabel Paul N. Bennett Marti A. Hearst HILM 60 387 0 18 Nov 2021
Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization Junpeng Liu Yanyan Zou Hainan Zhang Hongshen Chen Zhuoye Ding Caixia Yuan Xiaojie Wang 26 66 0 10 Sep 2021
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 210 150 0 30 Aug 2021
Controllable Abstractive Dialogue Summarization with Sketch Supervision Chien-Sheng Wu Linqing Liu Wenhao Liu Pontus Stenetorp Caiming Xiong 32 52 0 28 May 2021
DialogSum: A Real-Life Scenario Dialogue Summarization Dataset Yulong Chen Yang Liu Liang Chen Yue Zhang 105 227 0 14 May 2021
Annotating and Modeling Fine-grained Factuality in Summarization Tanya Goyal Greg Durrett HILM 43 154 0 09 Apr 2021
Unified Language Model Pre-training for Natural Language Understanding and Generation Li Dong Nan Yang Wenhui Wang Furu Wei Xiaodong Liu Yu Wang Jianfeng Gao M. Zhou H. Hon ELM AI4CE 143 1,553 0 08 May 2019