CONFIT: Toward Faithful Dialogue Summarization with Linguistically-Informed Contrastive Fine-tuning

16 December 2021

Yashar Mehdad

Papers citing "CONFIT: Toward Faithful Dialogue Summarization with Linguistically-Informed Contrastive Fine-tuning"

42 / 42 papers shown

Title
Fine-grained and Explainable Factuality Evaluation for Multimodal Summarization Liqiang Jing Jingxuan Zuo Yue Zhang 33 7 0 31 Dec 2024
Increasing faithfulness in human-human dialog summarization with Spoken Language Understanding tasks Eunice Akani Benoît Favre Frederic Bechet Romain Gemignani 14 0 0 16 Sep 2024
Key-Element-Informed sLLM Tuning for Document Summarization Sangwon Ryu Heejin Do Yunsu Kim G. G. Lee Jungseul Ok 29 6 0 07 Jun 2024
TofuEval: Evaluating Hallucinations of LLMs on Topic-Focused Dialogue Summarization Liyan Tang Igor Shalyminov Amy Wing-mei Wong Jon Burnsky Jake W. Vincent ... Hang Su Lijia Sun Yi Zhang Saab Mansour Kathleen McKeown HILM 16 44 0 20 Feb 2024
Don't Believe Everything You Read: Enhancing Summarization Interpretability through Automatic Identification of Hallucinations in Large Language Models Priyesh Vakharia Devavrat Joshi Meenal Chavan Dhananjay Sonawane Bhrigu Garg Parsa Mazaheri HILM 30 1 0 22 Dec 2023
Picking the Underused Heads: A Network Pruning Perspective of Attention Head Selection for Fusing Dialogue Coreference Information Zhengyuan Liu Nancy F. Chen 16 1 0 15 Dec 2023
Mitigating Fine-Grained Hallucination by Fine-Tuning Large Vision-Language Models with Caption Rewrites Lei Wang Jiabang He Shenshen Li Ning Liu Ee-Peng Lim MLLM 15 38 0 04 Dec 2023
P^3SUM: Preserving Author's Perspective in News Summarization with Diffusion Language Models Yuhan Liu Shangbin Feng Xiaochuang Han Vidhisha Balachandran Chan Young Park Sachin Kumar Yulia Tsvetkov DiffM 36 2 0 16 Nov 2023
Exploring the Factual Consistency in Dialogue Comprehension of Large Language Models Shuaijie She Shujian Huang Xingyun Wang Yanke Zhou Jiajun Chen ELM HILM 12 0 0 13 Nov 2023
Contrastive Learning for Inference in Dialogue Etsuko Ishii Yan Xu Bryan Wilie Ziwei Ji Holy Lovenia Willy Chung Pascale Fung 16 0 0 19 Oct 2023
Instructive Dialogue Summarization with Query Aggregations Bin Wang Zhengyuan Liu Nancy F. Chen 11 3 0 17 Oct 2023
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization Weixiao Zhou Gengyao Li Xianfu Cheng Xinnian Liang Junnan Zhu Feifei Zhai Zhoujun Li 8 5 0 16 Oct 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 182 0 11 Oct 2023
Teaching Language Models to Hallucinate Less with Synthetic Tasks Erik Jones Hamid Palangi Clarisse Simoes Varun Chandrasekaran Subhabrata Mukherjee Arindam Mitra Ahmed Hassan Awadallah Ece Kamar HILM 21 23 0 10 Oct 2023
Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles Kung-Hsiang Huang Philippe Laban Alexander R. Fabbri Prafulla Kumar Choubey Shafiq R. Joty Caiming Xiong Chien-Sheng Wu 8 25 0 17 Sep 2023
Generating Faithful Text From a Knowledge Graph with Noisy Reference Text Tahsina Hashem Weiqing Wang Derry Wijaya Mohammed Eunus Ali Yuan-Fang Li 24 3 0 12 Aug 2023
Agreement Tracking for Multi-Issue Negotiation Dialogues Amogh Mannekote Bonnie J. Dorr K. Boyer 36 0 0 13 Jul 2023
MISMATCH: Fine-grained Evaluation of Machine-generated Text with Mismatch Error Types K. Murugesan Sarathkrishna Swaminathan Soham Dan Subhajit Chaudhury Chulaka Gunasekara ... Ibrahim Abdelaziz Achille Fokoue Pavan Kapanipathi Salim Roukos Alexander G. Gray 35 5 0 18 Jun 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
Annotating and Detecting Fine-grained Factual Errors for Dialogue Summarization Rongxin Zhu Jianzhong Qi Jey Han Lau 28 9 0 26 May 2023
FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual Knowledge Shangbin Feng Vidhisha Balachandran Yuyang Bai Yulia Tsvetkov KELM HILM 16 51 0 14 May 2023
Zero-shot Faithful Factual Error Correction Kung-Hsiang Huang Hou Pong Chan Heng Ji KELM HILM 24 30 0 13 May 2023
What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific Summarization Griffin Adams Bichlien H. Nguyen Jake A. Smith Yingce Xia Shufang Xie Anna Ostropolets Budhaditya Deb Yuan Chen Tristan Naumann Noémie Elhadad 22 8 0 12 May 2023
GersteinLab at MEDIQA-Chat 2023: Clinical Note Summarization from Doctor-Patient Conversations through Fine-tuning and In-context Learning Xiangru Tang Andrew Tran Jeffrey Tan Mark B. Gerstein 16 7 0 08 May 2023
SWING: Balancing Coverage and Faithfulness for Dialogue Summarization Kung-Hsiang Huang Siffi Singh Xiaofei Ma Wei Xiao Wei Xiao Nicholas Dingwall William Yang Wang Kathleen McKeown HILM 23 13 0 25 Jan 2023
STRUDEL: Structured Dialogue Summarization for Dialogue Comprehension Borui Wang Chengcheng Feng Arjun Nair Madelyn Mao Jai Desai Asli Celikyilmaz Haoran Li Yashar Mehdad Dragomir R. Radev 11 1 0 24 Dec 2022
Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences Asish Ghoshal Arash Einolghozati A. Arun Haoran Li L. Yu Vera Gor Yashar Mehdad Scott Yih Asli Celikyilmaz HILM 15 1 0 19 Dec 2022
ED-FAITH: Evaluating Dialogue Summarization on Faithfulness Sicong Huang Asli Celikyilmaz Haoran Li HILM 17 4 0 15 Nov 2022
Towards Understanding Omission in Dialogue Summarization Yicheng Zou Kaitao Song Xu Tan Zhongkai Fu Qi Zhang Dongsheng Li Tao Gui 11 2 0 14 Nov 2022
Improving abstractive summarization with energy-based re-ranking Diogo Pernes Afonso Mendes André F. T. Martins 23 6 0 27 Oct 2022
Analyzing and Evaluating Faithfulness in Dialogue Summarization Bin Wang Chen Zhang Yan Zhang Yiming Chen Haizhou Li HILM 33 14 0 21 Oct 2022
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
Leveraging Non-dialogue Summaries for Dialogue Summarization Seongmin Park Dongchan Shin Jihwa Lee 13 4 0 17 Oct 2022
Whodunit? Learning to Contrast for Authorship Attribution Bo Ai Yuchen Wang Yugin Tan Samson Tan SSL 16 15 0 23 Sep 2022
Abstractive Meeting Summarization: A Survey Virgile Rennard Guokan Shang Julie Hunter Michalis Vazirgiannis 27 15 0 08 Aug 2022
Improving Fine-tuning of Self-supervised Models with Contrastive Initialization Haolin Pan Yong Guo Qinyi Deng Hao-Fan Yang Yiqun Chen Jian Chen SSL 13 19 0 30 Jul 2022
MVP: Multi-task Supervised Pre-training for Natural Language Generation Tianyi Tang Junyi Li Wayne Xin Zhao Ji-Rong Wen 35 24 0 24 Jun 2022
FaithDial: A Faithful Benchmark for Information-Seeking Dialogue Nouha Dziri Ehsan Kamalloo Sivan Milton Osmar Zaiane Mo Yu E. Ponti Siva Reddy HILM 16 87 0 22 Apr 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 36 2,230 0 08 Feb 2022
A Survey on Dialogue Summarization: Recent Advances and New Frontiers Xiachong Feng Xiaocheng Feng Bing Qin 19 100 0 07 Jul 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
Incorporating Commonsense Knowledge into Abstractive Dialogue Summarization via Heterogeneous Graph Networks Xiachong Feng Xiaocheng Feng Bing Qin Ting Liu 78 49 0 20 Oct 2020