Learning to Revise References for Faithful Summarization

Griffin Adams, Han-Chin Shing, Qing Sun, Christopher Winestock, Kathleen McKeown, Noémie Elhadad

Type: Preprint

Publication Date: 2022-01-01

Citations: 2

DOI: https://doi.org/10.48550/arxiv.2204.10290

View Publication

Locations

arXiv (Cornell University) - View - PDF
DataCite API - View

Similar Works

Action	Title	Year	Authors
+	Learning to Revise References for Faithful Summarization	2022	Griffin Adams Han-Chin Shing Qing Sun Christopher Winestock Kathleen McKeown Noémie Elhadad
+	Towards Clinical Encounter Summarization: Learning to Compose Discharge Summaries from Prior Notes	2021	Han-Chin Shing Chaitanya Shivade Nima Pourdamghani Nan Feng Philip Resnik Douglas W. Oard Parminder Bhatia
+	FaMeSumm: Investigating and Improving Faithfulness of Medical Summarization	2023	Nan Zhang Yusen Zhang Wu Guo Prasenjit Mitra Rui Zhang
+ PDF Chat	FaMeSumm: Investigating and Improving Faithfulness of Medical Summarization	2023	Nan Zhang Yusen Zhang Wu Guo Prasenjit Mitra Rui Zhang
+	On Learning to Summarize with Large Language Models as References	2023	Yixin Liu Alexander R. Fabbri Pengfei Liu Dragomir Radev Arman Cohan
+ PDF Chat	Generating Faithful and Complete Hospital-Course Summaries from the Electronic Health Record	2024	Griffin Adams
+ PDF Chat	Factual Consistency Evaluation of Summarisation in the Era of Large Language Models	2024	Zheheng Luo Qianqian Xie Sophia Ananiadou
+ PDF Chat	Exploring Robustness in Doctor-Patient Conversation Summarization: An Analysis of Out-of-Domain SOAP Notes	2024	Yu-Wen Chen Julia Hirschberg
+ PDF Chat	CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization	2021	Shuyang Cao Lu Wang
+	CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization	2021	Shuyang Cao Lu Wang
+ PDF Chat	Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling	2022	Vidhisha Balachandran Hannaneh Hajishirzi William W. Cohen Yulia Tsvetkov
+ PDF Chat	Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection	2021	Sihao Chen Fan Zhang Kazoo Sone Dan Roth
+	Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection	2021	Sihao Chen Fan Zhang Kazoo Sone Dan Roth
+	Factored Verification: Detecting and Reducing Hallucination in Summaries of Academic Papers	2023	Charlie George Andreas Stuhlmüller
+	A Meta-Evaluation of Faithfulness Metrics for Long-Form Hospital-Course Summarization	2023	Griffin Adams Jason Zucker Noémie Elhadad
+	Clinical Text Summarization: Adapting Large Language Models Can Outperform Human Experts	2023	Dave Van Veen Cara Van Uden Louis Blankemeier Jean-Benoit Delbrouck Asad Aali Christian Bluethgen Anuj Pareek Malgorzata Polacin Eduardo Pontes Reis Anna Seehofnerová
+	Factored Verification: Detecting and Reducing Hallucination in Summaries of Academic Papers	2023	Charlie George Andreas Stuhlmueller
+	Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling	2022	Vidhisha Balachandran Hannaneh Hajishirzi William W. Cohen Yulia Tsvetkov
+	Don’t Say What You Don’t Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search	2022	Daniel King Zejiang Shen Nishant Subramani Daniel S. Weld Iz Beltagy Doug Downey
+	HaRiM$^+$: Evaluating Summary Quality with Hallucination Risk	2022	Seonil Son Junsoo Park Jeong-in Hwang Junghwa Lee Hyungjong Noh Yeonsoo Lee

Works That Cite This (2)

Action	Title	Year	Authors
+ PDF Chat	CaPE: Contrastive Parameter Ensembling for Reducing Hallucination in Abstractive Summarization	2023	Prafulla Kumar Choubey Alex Fabbri Jesse Vig Chien-Sheng Wu Wenhao Liu Nazneen Fatema Rajani
+	Lexical Repetitions Lead to Rote Learning: Unveiling the Impact of Lexical Overlap in Train and Test Reference Summaries	2023	Prafulla Kumar Choubey Alexander R. Fabbri Caiming Xiong Chien-Sheng Wu

Works Cited by This (0)

Action	Title	Year	Authors