详细资料
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)
讲授课程
--自然语言处理
--对话系统
培养要求
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
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
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
科研成果
教学指导报告(Tutorial)
Juntao Li and Rui Yan. Creative and Artistic Writing via Text Generation. In AAAI'20. Tutorial. (CCF Rank A)
Wei Wu and Rui Yan. Deep Chit-Chat: Deep Learning for Chatbots. In SIGIR'19. Tutorial. (CCF Rank A)
Juntao Li and Rui Yan. Creative and Artistic Writing via Text Generation. In IJCAI'19. Tutorial. (CCF Rank A)
Wei Wu and Rui Yan. Deep Chit-Chat: Deep Learning for Chatbots. In WWW'19. Tutorial. (CCF Rank A)
Wei Wu and Rui Yan. Deep Chit-Chat: Deep Learning for ChatBots. In EMNLP'18. Tutorial.
检索式对话(代表作)
Zhenxin Fu, Shaobo Cui, Mingyue Shang, Feng Ji, Dongyan Zhao, Haiqing Chen and Rui Yan(*). Context-to-Session Matching: Utilizing Whole Session for Response Selection in Information-Seeking Dialogue Systems. In KDD'20. Full paper. (CCF Rank A)
Jiayi Zhang, Chongyang Tao, Zhenjing Xu, Qiaoqing Xie, Chen Wei and Rui Yan(*). EnsembleGAN: Adversarial Learning for Retrieval-Generation Ensemble Model on Short-Text Conversation. In SIGIR'19. Full paper. (CCF Rank A)
Rui Yan and Dongyan Zhao. Coupled Context Modeling for Deep Chit-Chat: Towards Conversations between Human and Computer. In KDD'18. Full paper. (CCF Rank A)
Rui Yan, Dongyan Zhao, and Weinan E. Joint Learning of Response Ranking and Next Utterance Suggestion in Human-Computer Conversation System. In SIGIR'17. Full paper. (CCF Rank A)
Rui Yan, Yiping Song and Hua Wu. Learning to Respond with Deep Neural Networks for Retrieval based Human-Computer Conversation System. In SIGIR'16. Full paper. (CCF Rank A)
对话生成 (代表作)
Xiuying Chen, Zhi Cui, Jiayi Zhang, Chen Wei, Jianwei Cui, Bin Wang, Dongyan Zhao and Rui Yan(*). Reasoning in Dialog: Improving Response Generation by Context Reading Comprehension. In AAAI’21. Full paper. (CCF Rank A)
Xueliang Zhao, Wei Wu, Chongyang Tao, Can Xu, Dongyan Zhao and Rui Yan(*). Low-Resource Knowledge-Grounded Dialogue Generation. In ICLR'20. Full paper.
Lisong Qiu, Juntao Li, Wei Bi, Dongyan Zhao and Rui Yan(*). Are Training Samples Correlated? Learning to Generate Dialogue Responses with Multiple References. In ACL'19. Full paper.
Juntao Li, Lisong Qiu, Bo Tang, Dongmin Chen, Dongyan Zhao and Rui Yan(*). Insufficient Data Can Also Rock! Learning to Converse Using Smaller Data with Augmentation. In AAAI'19. Full paper.
Rui Yan and Dongyan Zhao. Smarter Response with Proactive Suggestion: A New Generative Neural Conversation Paradigm. In IJCAI'18. Full paper. (CCF Rank A)
智能创作(代表作)
Mingzhe Li, Xiuying Chen, Min Yang, Shen Gao, Dongyan Zhao and Rui Yan(*). The Style-Content Duality of Attractiveness: Learning to Write Eye-Catching Headlines via Disentanglement. In AAAI’21. Full paper. (CCF Rank A)
Meng-Hsuan Yu, Juntao Li, Danyang Liu, Bo Tang, Haisong Zhang, Dongyan Zhao and Rui Yan(*). Draft and Edit: Automatic Storytelling Through Multi-Pass Hierarchical Conditional Variational Autoencoder. In AAAI'20. Full paper. (CCF Rank A)
Lili Yao, Nanyun Peng, Ralph Weischedel, Kevin Knight, Dongyan Zhao and Rui Yan(*). Plan-And-Write: Towards Better Automatic Storytelling. In AAAI'19. Full paper. (CCF Rank A)
Rui Yan. i, Poet: Automatic Poetry Composition through Recurrent Neural Networks with Iterative Polishing Schema. In IJCAI'16. Full paper, pp. 2238-2244, 2016. (CCF Rank A)
Rui Yan, Cheng-Te Li, Xiaohua Hu, and Ming Zhang. Chinese Couplet Generation with Neural Network Structures. In ACL'16. Full paper, 2016. (CCF Rank A)
文本生成(代表作)
Shen Gao, Xiuying Chen, Piji Li, Zhanming Chan, Dongyan Zhao and Rui Yan. How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing. In EMNLP'19. Full paper.
Mingyue Shang, Piji Li, Zhenxin Fu, Lidong Bing, Dongyan Zhao, Shuming Shi and Rui Yan. Semi-Supervised Text Style Transfer: Cross Projection in Latent Space. In EMNLP'19. Full paper.
Shen Gao, Xiuying Chen, Piji Li, Zhaochun Ren, Lidong Bing, Dongyan Zhao and Rui Yan. Abstractive Text Summarization by Incorporating Reader Comments. In AAAI'19. Full paper. (CCF Rank A)
Ning Miao, Hao Zhou, Lili Mou, Rui Yan and Lei Li. Constrained Generation via Metropolis-Hastings Sampling. In AAAI'19. Full paper. (CCF Rank A)
Zhenxin Fu, Xiaoye Tan, Nanyun Peng, Dongyan Zhao and Rui Yan. Style Transfer in Text: Exploration and Evaluation. In AAAI'18. Full paper. (CCF Rank A)
AI/NLP应用(代表作)
Juntao Li, Chang Liu, Jian Wang, Lidong Bing, Hongsong Li, Xiaozhong Liu, Dongyan Zhao and Rui Yan. Cross-Lingual Low-Resource Set-to-Description Retrieval for Global E-Commerce. In AAAI'20. Full paper. (CCF Rank A)
Zhangming Chan, Yuchi Zhang, Xiuying Chen, Shen Gao, Zhiqiang Zhang, Dongyan Zhao and Rui Yan. Selection and Generation: Learning towards Multi-Product Advertisement Post Generation. In EMNLP'20. Full paper.
Rui Yan, Ran Le, Yang Song, Tao Zhang, Xiangliang Zhang and Dongyan Zhao. Interview Choice Reveals Your Preference on the Market: To Improve Job-Resume Matching through Profiling Memories. In KDD'19. Full paper. (CCF Rank A)
Chongyang Tao, Lili Mou, Dongyan Zhao and Rui Yan(*). RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems. In AAAI'18. Full paper. (CCF Rank A)
Xiang Li, Lili Mou, Rui Yan(*), and Ming Zhang. StalemateBreaker: A Proactive Content Introducing Approach for Automatic Human-Computer Conversation. In IJCAI'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