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工作经历
2020/12 – 现在,中国人民大学高瓴人工智能学院,长聘副教授,博士生导师
2016/8 – 2020/11,北京大学王选计算机研究所,助理教授,研究员,博士生导师
研究方向
自然语言处理,信息检索,文本挖掘,机器学习, 人工智能
--对话系统(小米小爱同学,微软小冰,亚马逊Alexa,苹果Siri,阿里小蜜,等等)
--智能创作(故事写作,诗歌写作,新闻写作)
--文本生成
--长序列分析
--人工智能/自然语言处理应用(自然语言,深度学习,等等)
学生要求
常年招收博士/硕士研究生,实习生(包含本科生),助理研究员,工程师,项目专员
要求:1. 具有较强的自驱力与动力 2. 对科研工作感兴趣,有热情 3. 态度积极,具有一定程度的抗压能力
“每个人都是独一无二的,不用在意起步的门槛;起决定性作用的,只是态度和努力而已”
毕业生培养情况:
李俊涛(2020,博士毕业,现任苏州大学副教授;华为天才少年获得者;国家奖学金获得者)
陶重阳(2020,联合指导,博士毕业,现任微软研究员;阿里星获得者,国家奖学金获得者)
童小伟(2020,硕士毕业,福建选调生)
张虹科(2020,硕士毕业,央企)
王洁(2020,硕士毕业,国家电网)
苗宁(2019,硕士毕业,University of Oxford博士在读)
尚明月(2019,硕士毕业,Northwestern University硕士在读)
谭晓晔(2019,硕士毕业,阿里巴巴)
张译心(2019,硕士毕业,搜狗公司)
姚丽丽(2018,硕士毕业,腾讯AI)
李墨馨(2020,本科毕业,Brown University硕士在读)
黄乔(2020,本科毕业,Columbia University硕士在读)
等等
教授课程
自然语言处理
对话系统
科研项目
国家自然科学基金面上项目(NSFC No.61876196),主持
国家重点研发计划(2020YFB1406702, 2017YFC0804001),参与
中国计算机学会-腾讯犀牛鸟开放基金,主持(获评优秀项目)
阿里巴巴创新研究计划,主持
微软亚洲研究院联合研究计划,主持
小米AI实验室合作研究计划,主持
学术论文
2021
The Style-Content Duality of Attractiveness: Learning to Write Eye-Catching Headlines via Disentanglement
Mingzhe Li, Xiuying Chen, Min Yang, Shen Gao, Dongyan Zhao and Rui Yan(*)
In AAAI’21. Full paper. (CCF Rank A)
Reasoning in Dialog: Improving Response Generation by Context Reading Comprehension
Xiuying Chen, Zhi Cui, Jiayi Zhang, Chen Wei, Jianwei Cui, Bin Wang, Dongyan Zhao and Rui Yan(*)
In AAAI’21. Full paper. (CCF Rank A)
2020
Selection and Generation: Learning towards Multi-Product Advertisement Post Generation
Zhangming Chan, Yuchi Zhang, Xiuying Chen, Shen Gao, Zhiqiang Zhang, Dongyan Zhao and Rui Yan
In EMNLP'20. Full paper.
Cross-Lingual Low-Resource Set-to-Description Retrieval for Global E-Commerce
Juntao Li, Chang Liu, Jian Wang, Lidong Bing, Hongsong Li, Xiaozhong Liu, Dongyan Zhao and Rui Yan
In AAAI'20. Full paper. (CCF Rank A)
Draft and Edit: Automatic Storytelling Through Multi-Pass Hierarchical Conditional Variational Autoencoder
Meng-Hsuan Yu, Juntao Li, Danyang Liu, Bo Tang, Haisong Zhang, Dongyan Zhao and Rui Yan(*)
In AAAI'20. Full paper. (CCF Rank A)
Low-Resource Knowledge-Grounded Dialogue Generation
Xueliang Zhao, Wei Wu, Chongyang Tao, Can Xu, Dongyan Zhao and Rui Yan(*)
In ICLR'20. Full paper.
Context-to-Session Matching: Utilizing Whole Session for Response Selection in Information-Seeking Dialogue Systems
Deep Chit-Chat: Deep Learning for ChatBo Zhenxin Fu, Shaobo Cui, Mingyue Shang, Feng Ji, Dongyan Zhao, Haiqing Chen and Rui Yan(*)
In KDD'20. Full paper. (CCF Rank A)
Creative and Artistic Writing via Text Generation
Juntao Li and Rui Yan
In AAAI'20. Tutorial. (CCF Rank A)
2019
Interview Choice Reveals Your Preference on the Market: To Improve Job-Resume Matching through Profiling Memories
Rui Yan, Ran Le, Yang Song, Tao Zhang, Xiangliang Zhang and Dongyan Zhao
In KDD'19. Full paper. (CCF Rank A)
Constrained Generation via Metropolis-Hastings Sampling
Ning Miao, Hao Zhou, Lili Mou, Rui Yan and Lei Li
In AAAI'19. Full paper. (CCF Rank A)
Abstractive Text Summarization by Incorporating Reader Comments
Shen Gao, Xiuying Chen, Piji Li, Zhaochun Ren, Lidong Bing, Dongyan Zhao and Rui Yan
In AAAI'19. Full paper. (CCF Rank A)
Semi-Supervised Text Style Transfer: Cross Projection in Latent Space
Mingyue Shang, Piji Li, Zhenxin Fu, Lidong Bing, Dongyan Zhao, Shuming Shi and Rui Yan
In EMNLP'19. Full paper.
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing
Shen Gao, Xiuying Chen, Piji Li, Zhanming Chan, Dongyan Zhao and Rui Yan
In EMNLP'19. Full paper.
Plan-And-Write: Towards Better Automatic Storytelling
Lili Yao, Nanyun Peng, Ralph Weischedel, Kevin Knight, Dongyan Zhao and Rui Yan(*)
In AAAI'19. Full paper. (CCF Rank A)
Insufficient Data Can Also Rock! Learning to Converse Using Smaller Data with Augmentation
Juntao Li, Lisong Qiu, Bo Tang, Dongmin Chen, Dongyan Zhao and Rui Yan(*)
In AAAI'19. Full paper.
Are Training Samples Correlated? Learning to Generate Dialogue Responses with Multiple References
Lisong Qiu, Juntao Li, Wei Bi, Dongyan Zhao and Rui Yan(*)
In ACL'19. Full paper.
EnsembleGAN: Adversarial Learning for Retrieval-Generation Ensemble Model on Short-Text Conversation
Jiayi Zhang, Chongyang Tao, Zhenjing Xu, Qiaoqing Xie, Chen Wei and Rui Yan(*)
In SIGIR'19. Full paper. (CCF Rank A)
Deep Chit-Chat: Deep Learning for Chatbots
Wei Wu and Rui Yan
In WWW'19. Tutorial. (CCF Rank A)
Creative and Artistic Writing via Text Generation
Juntao Li and Rui Yan
In IJCAI'19. Tutorial. (CCF Rank A)
Deep Chit-Chat: Deep Learning for Chatbots
Wei Wu and Rui Yan
In SIGIR'19. Tutorial. (CCF Rank A)
2018
RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems
Chongyang Tao, Lili Mou, Dongyan Zhao and Rui Yan(*)
In AAAI'18. Full paper. (CCF Rank A)
Style Transfer in Text: Exploration and Evaluation
Zhenxin Fu, Xiaoye Tan, Nanyun Peng, Dongyan Zhao and Rui Yan
In AAAI'18. Full paper. (CCF Rank A)
Smarter Response with Proactive Suggestion: A New Generative Neural Conversation Paradigm
Rui Yan and Dongyan Zhao
In IJCAI'18. Full paper. (CCF Rank A)
Coupled Context Modeling for Deep Chit-Chat: Towards Conversations between Human and Computer
Rui Yan and Dongyan Zhao
In KDD'18. Full paper. (CCF Rank A)
Deep Chit-Chat: Deep Learning for ChatBots
Wei Wu and Rui Yan
In EMNLP'18. Tutorial.
2017
Joint Learning of Response Ranking and Next Utterance Suggestion in Human-Computer Conversation System
Rui Yan, Dongyan Zhao, and Weinan E
In SIGIR'17. Full paper. (CCF Rank A)
2016
StalemateBreaker: A Proactive Content Introducing Approach for Automatic Human-Computer Conversation
Xiang Li, Lili Mou, Rui Yan(*), and Ming Zhang
In IJCAI'16. Full paper. (CCF Rank A)
Chinese Couplet Generation with Neural Network Structures
Rui Yan, Cheng-Te Li, Xiaohua Hu, and Ming Zhang
In ACL'16. Full paper, 2016. (CCF Rank A)
i, Poet: Automatic Poetry Composition through Recurrent Neural Networks with Iterative Polishing Schema
Rui Yan
In IJCAI'16. Full paper, pp. 2238-2244, 2016. (CCF Rank A)
Learning to Respond with Deep Neural Networks for Retrieval based Human-Computer Conversation System
Rui Yan, Yiping Song and Hua Wu
In SIGIR'16. Full paper. (CCF Rank A)
荣誉奖励
入选北京智源人工智能研究院青年科学家
入选微软亚洲研究院铸星学者
获评北京大学王选青年教师奖
获评IJCAI 2018 Distinguished Senior PC
获评Google PhD Fellowship
获评IBM优秀学生奖学金
获评MediaTek Fellowship
获评北京大学-摩根士丹利奖学金
获评北京大学五四学生金质奖章
社会兼职
ACL 2021 领域主席(Area Chair)
CCL 2021 领域主席(Area Chair)
SIGIR 2021 资深程序委员会委员(Senior PC)
IJCAI 2021 资深程序委员会委员(Senior PC)
EMNLP 2020 领域主席(Area Chair)
SIGIR 2020 资深程序委员会委员(Senior PC)
CIKM 2020 资深程序委员会委员(Senior PC)
ICONIP 2020 资深程序委员会委员(Senior PC)
AAAI 2019 资深程序委员会委员(Senior PC)
IJCAI 2018 资深程序委员会委员(Senior PC)
KDD 2017 资深程序委员会委员(Senior PC)
同时常年担任各主要国际学术会议/期刊的程序委员会委员(PC)及评审人
联系
电话:--
邮箱:ruiyan@ruc.edu.cn
个人网页:http://www.ruiyan.me
办公地址:--