Analyzing and Evaluating Faithfulness in Dialogue Summarization

Analyzing and Evaluating Faithfulness in Dialogue Summarization

21 October 2022

Bin Wang

Chen Zhang

Yiming Chen

Haizhou Li

Papers citing "Analyzing and Evaluating Faithfulness in Dialogue Summarization"

12 / 12 papers shown

Title
A review of faithfulness metrics for hallucination assessment in Large Language Models Ben Malin Tatiana Kalganova Nikoloas Boulgouris HILM 59 2 0 03 Jan 2025
Increasing faithfulness in human-human dialog summarization with Spoken Language Understanding tasks Eunice Akani Benoît Favre Frederic Bechet Romain Gemignani 19 0 0 16 Sep 2024
Instructive Dialogue Summarization with Query Aggregations Bin Wang Zhengyuan Liu Nancy F. Chen 16 3 0 17 Oct 2023
PSentScore: Evaluating Sentiment Polarity in Dialogue Summarization Yongxin Zhou F. Ringeval Franccois Portet 22 1 0 23 Jul 2023
Reference Matters: Benchmarking Factual Error Correction for Dialogue Summarization with Fine-grained Evaluation Framework Mingqi Gao Xiaojun Wan Jia Su Zhefeng Wang Baoxing Huai HILM 11 7 0 08 Jun 2023
An Overview on Language Models: Recent Developments and Outlook Chengwei Wei Yun Cheng Wang Bin Wang C.-C. Jay Kuo 17 41 0 10 Mar 2023
Taxonomy of Abstractive Dialogue Summarization: Scenarios, Approaches and Future Directions Qi Jia Yizhu Liu Siyu Ren Kenny Q. Zhu 24 6 0 18 Oct 2022
A Focused Study on Sequence Length for Dialogue Summarization Bin Wang Chen Zhang Chengwei Wei Haizhou Li 8 8 0 24 Sep 2022
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
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
Teaching Machines to Read and Comprehend Karl Moritz Hermann Tomás Kociský Edward Grefenstette L. Espeholt W. Kay Mustafa Suleyman Phil Blunsom 170 3,509 0 10 Jun 2015