文本摘要2021年顶会文章（6.18更新）
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长文
Generating SOAP Notes from Doctor-Patient Conversations Using Modular Summarization Techniques Kundan Krishna, Sopan Khosla, Jeffrey P. Bigham, Zachary C. Lipton
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution Jiacheng Xu, Greg Durrett
ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining Alexander R. Fabbri, Faiaz Rahman, Imad Rizvi, Borui Wang, Haoran Li, Yashar Mehdad, Dragomir Radev
Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents Rui Meng, Khushboo Thaker, Lei Zhang, Yue Dong, Xingdi Yuan, Tong Wang, Daqing He
Self-Supervised Multimodal Opinion Summarization Jinbae Im, Moonki Kim, Hoyeop Lee, Hyunsouk Cho, Sehee Chung
Language Model as an Annotator: Exploring DialoGPT for Dialogue Summarization Xiachong Feng, Xiaocheng Feng, Libo Qin, Bing Qin, Ting Liu
BASS: Boosting Abstractive Summarization with Unified Semantic Graph Wenhao Wu, Wei Li, Xinyan Xiao, Jiachen Liu, Ziqiang Cao, Sujian Li, Hua Wu, Haifeng Wang
Focus Attention: Promoting Faithfulness and Diversity in Summarization Rahul Aralikatte, Shashi Narayan, Joshua Maynez, Sascha Rothe, Ryan McDonald
Improving Factual Consistency of Abstractive Summarization via Question AnsweringFeng Nan, Cicero Nogueira dos Santos, Henghui Zhu, Patrick Ng, Kathleen McKeown, Ramesh Nallapati, Dejiao Zhang, Zhiguo Wang, Andrew O. Arnold, Bing Xiang
Short短文
SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization Yixin Liu, Pengfei Liu
Findings
ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language Generation Kaushal Kumar Maurya, Maunendra Sankar Desarkar, Yoshinobu Kano, Kumari Deepshikha
Evaluating the Efficacy of Summarization Evaluation across Languages Fajri Koto, Jey Han Lau, Timothy Baldwin
Summary Grounded Conversation Generation Chulaka Gunasekara, Guy Feigenblat, Benjamin Sznajder, Sachindra Joshi, David Konopnicki
AgreeSum: Agreement-Oriented Multi-Document Summarization Richard Yuanzhe Pang, Adam D. Lelkes, Vinh Q. Tran, Cong Yu
Evaluating the Efficacy of Summarization Evaluation across Languages Fajri Koto, Jey Han Lau, Timothy Baldwin
To Point or Not to Point: Understanding How Abstractive Summarizers Paraphrase Text Matt Wilber, William Timkey, Marten Van Schijndel
DialSumm: A Real-Life Scenario Dialogue Summarization DatasetYulong Chen, Yang Liu, Liang Chen, Yue Zhang
LenAtten: An Effective Length Controlling Unit For Text Summarization Zhongyi Yu, Zhenghao Wu, Hao Zheng, Zhe XuanYuan, Jefferson Fong, Weifeng Su
Improve Query Focused Abstractive Summarization by Incorporating Answer Relevance Dan Su, Tiezheng Yu, Pascale Fung