Affiliation of Author(s):Beijing University of Posts and Telecommunications
Teaching and Research Group:Center for Intelligence Science and Technology
Journal:roceedings of the 23rd Conference on Computational Natural Language Learning
Key Words:abstractive summarization
Abstract:Various Seq2Seq learning models designed for machine translation were applied for abstractive summarization task recently. Despite these models provide high ROUGE scores, they are limited to generate comprehensive summaries with a high level of abstraction due to its degenerated attention distribution. We introduce Diverse Convolutional Seq2Seq Model(DivCNN Seq2Seq) using Determinantal Point Processes methods(Micro DPPs and Macro DPPs) to produce attention distribution considering both quality and diversity.
Indexed by:Essay collection
First Author:Lei Li
All the Authors:Marina Litvak,Natalia Vanetik,Zuying Huang
Correspondence Author:Weil Liu
Discipline:Engineering
First-Level Discipline:Computer science and technology *
Document Type:C
Page Number:822–832
Number of Words:6000
Translation or Not:no
Date of Publication:2019-11-03
Professor
Supervisor of Doctorate Candidates
Supervisor of Master's Candidates
Gender:Female
Alma Mater:Beijing University of Posts and Telecommunications
Education Level:研究生毕业
Degree:博士学位
Status:在职
School/Department:School of Artificial Intelligence
Discipline:Computer science and technology *
Business Address:Room 812, Scientific-research Building
Contact Information:leili@bupt.edu.cn
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Honors and Titles:
北京邮电大学2021年 “校友奖教金” 2021
钟义信、周延泉、李蕾、王小捷、袁彩霞、李睿凡、鲁鹏、董譞、杨亚,北京邮电大学2021年教学成果奖 一等奖 “开拓创新的智能科学与技术本科专业建设” 2021
指导赵鑫竹、胡鼎新、王宇卓、余子雨、张超伟、王俊博获第七届中国国际“互联网+”大学生创新创业大赛(北京赛区)二等奖 2021
钟义信、李蕾、王小捷、刘建毅、郭燕慧、王枞、周延泉、谭咏梅、李睿凡、左兴权,人工智能统一理论,中国电子学会电子信息科学技术奖三等奖 2009
数字内容技术试验平台,2010北京邮电大学教学成果奖1等奖,排名第6 2010
2011年首届“全国大学生智能设计竞赛”优秀指导教师奖(一等奖队伍指导教师) 2011
2012年第二届“华为杯全国大学生智能设计竞赛”一等奖队伍指导教师 2012
2016年第六届“华为杯全国大学生智能设计竞赛”一等奖队伍指导教师 2016
2018年获得中国产学研合作促进会设立的产学研合作创新与促进奖之:2018年产学研合作创新成果奖二等奖 2018
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