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个人介绍

张海楠于2019年获得中国科学院计算技术研究所博士学位。博士毕业后,就职于京东推荐研发部,任算法工程师。目前主要研究方向为:文本生成、对话系统、电商场景的内容生成等。近三年在包括ACL、SIGIR、AAAI、IJCAI等国际学术会议和期刊上,以第一作者和通讯作者发表论文10篇(CCF A类论文6篇),获得国家发明专利3项,并获得中国科学院院长优秀奖、中科院计算所所长特别奖。受邀担任ACL、AAAI、IJCAI、SIGIR、CIKM等会议审稿人。

近期学术News

EMNLP2021长文收录4篇:

  1. Adaptive Bridge between Training and Inference for Dialogue Generation.
  2. FCM: A Fine-grained Comparison Model for Multi-turn Dialogue Reasoning.
  3. CoLA: A Collaborative Latent Variable Model for Knowledge-Grounded Conversations.
  4. Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization.

NAACL2021长文收录:Augmenting Knowledge-grounded Conversations with Sequential Knowledge Transition. https://www.zhihu.com/people/zhang-hai-nan-30

发表论文

  1. Haoran Xu, Hainan Zhang#, Yanyan Zou, Hongshen Chen, Zhuoye Ding and Yanyan Lan. Adaptive Bridge between Training and Inference for Dialogue Generation.[C]//EMNLP 2021.
  2. Xu Wang, Hainan Zhang#, Shuai Zhao, Yanyan Zou, Hongshen Chen, Zhuoye Ding, Bo Cheng and Yanyan Lan. FCM: A Fine-grained Comparison Model for Multi-turn Dialogue Reasoning.[C]//EMNLP 2021.
  3. Haolan Zhan, Lei Shen, Hongshen Chen and Hainan Zhang. CoLA: A Collaborative Latent Variable Model for Knowledge-Grounded Conversations.[C]//EMNLP 2021.
  4. Junpeng Liu, Yanyan Zou, Hainan Zhang, Hongshen Chen, Zhuoye Ding, Caixia Yuan and Xiaojie WANG. Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization. [C]//EMNLP 2021.
  5. Haolan Zhan, Hainan Zhang#, Hongshen Chen, Lei Shen, Zhuoye Ding, Weipeng Yan, Yanyan Lan. Augmenting Knowledge-grounded Conversations with Sequential Knowledge Transition.[C]//NAACL 2021.
  6. Haolan Zhan, Hainan Zhang#, Hongshen Chen, Lei Shen, Yanyan Lan, Zhuoye Ding and Dawei Yin. Probing Product Description Generation via Posterior Distillation[C]//AAAI 2021.
  7. Haolan Zhan, Hainan Zhang#, Hongshen Chen, Lei Shen, Yanyan Lan, Zhuoye Ding and Dawei Yin. User-Inspired Posterior Network for Recommendation Reason Generation[C]//In Proceedings of 43rd Annual ACM SIGIR Conference on Research and Development in Information Retrieval(SIGIR 2020)
  8. Hainan Zhang, Yanyan Lan, Liang Pang, Hongshen Chen, Zhuoye Ding, Dawei Yin. Modeling Topical Relevance for Multi-Turn Dialogue Generation[C]//In Proceedings of the 29th International Joint Conference on Artificial Intelligence (IJCAI 2020)
  9. Hainan Zhang, Yanyan Lan, Liang Pang, Jiafeng Guo, Xueqi Cheng. ReCoSa: Detecting the Relevant Contexts with Self-Attention for Multi-turn Dialogue Generation[C]// /Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. 2019: 3721-3730. (ACL 2019)
  10. Hainan Zhang, Yanyan Lan, Jiafeng Guo, Jun Xu, Xueqi Cheng. Reinforcing Coherence for Sequence to Sequence Model in Dialogue Generation[C]// In Proceedings of the 27th International Joint Conference on Artificial Intelligence. 2018: 4567-4573. (IJCAI 2018)
  11. Hainan Zhang, Yanyan Lan, Jiafeng Guo, Jun Xu, Xueqi Cheng. Tailored sequence to sequence models to different conversation scenarios[C]//Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2018: 1479-1488. (ACL2018)
  12. Hainan Zhang, Yanyan Lan, Jiafeng Guo, Jun Xu, Xueqi Cheng. Neural or Statistical: An Empirical Study on Language Models for Chinese Input Recommendation on Mobile[J]//Lecture Notes of Computer Science. 2018.
  13. Hainan Zhang, Dayong Wu, Yue Liu, Xueqi Cheng. Chinese named entity recognition based on deep neural network[J].//Journal of Chinese Information Processing 31 (4), 28-35
  14. 张海楠, 伍大勇, 刘悦, 程学旗. 基于深度神经网络的中文命名实体识别[J]. 中文信息学报, 2017, 31(4): 28-35.
  15. 郝长盈、兰艳艳、张海楠、郭嘉丰、徐君、程学旗. 基于拓展关键词信息的对话生成模型[J]. 山东大学学报(理工版), 2019.

专利

  1. Hainan Zhang, Hongshen Chen, Zhuoye Ding. 一种知识转移的对话生成方法和系统.
  2. Hainan Zhang, Hongshen Chen, Zhuoye Ding, Yongjun Bao, Bo Long. 一种商品文案自动生成方法和系统.
  3. Hainan Zhang, Hongshen Chen, Zhuoye Ding, Yongjun Bao, Weipeng Yan. 一种商品推荐理由自动生成方法和系统.

指导学生