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黄民烈

基本信息:清华大学计算机科学与技术系副教授

书院服务:新雅12班班主任

Email: aihuang@tsinghua.edu.cn

个人主页:https://www.cs.tsinghua.edu.cn/info/1122/3568.htm

教育背景

2006年,于清华大学获工学博士 (计算机科学与技术)学位

2000年,于清华大学获工学学士 (工程物理)学位

研究领域

人工智能、机器学习理论与方法,包括深度学习、强化学习等;

自然语言处理技术与方法,如自然语言生成、对话系统、问答系统等。

奖励与荣誉

“国家杰出青年科学基金”资助(2021)

“吴文俊人工智能科学技术奖科技进步奖一等奖”(2019)

“钱伟长中文信息处理科学技术奖汉王青年创新奖”(2018)

“阿里巴巴创新研究奖”(2019)

NLPCC 2020 最佳学生论文奖(2020)

SIGDIAL 2020 最佳论文奖 (2020)

ACL 2019最佳演示论文提名(2019)

IJCAI-ECAI 2018 杰出论文奖(2018)

NLPCC 2015 最佳论文奖(2015)

清华大学优秀博士毕业生 (2006)

清华大学优秀博士论文 (2006)

研究课题

国家杰出青年科学基金:对话系统(2022-2026),主持;

国家自然科学基金重点项目:自然语言对话交互的基础理论和方法(2020-2024),主持;

国家自然科学基金面上项目:开放领域人机对话技术研究(2019-2022),主持;

国家自然科学基金面上项目:信息多样性与信息摘要(2013-2016),主持;

国家自然科学青年基金: 基于图结构的文献挖掘算法与理论研究 (2009-2011),主持。

科技部重点研发计划课题:多层次操作技能表示与知识化表达(2019-2024),骨干;

科技部重点研发计划课题:诉讼自动引导和咨询支撑技术研究及一体化便民服务综合应用平台构建(2018-2021),骨干;

国家973项目:社会感知数据处理的基础理论(2012-2016),骨干;

学术成果

[1].黄民烈, 黄斐, 朱小燕. 现代自然语言生成 (Modern Natural Language Generation), 电子工业出版社, 2021.

[2].Siyang Liu, Chujie Zheng, Orianna Demasi, Sahand Sabour, Yu Li, Zhou Yu, Yong Jiang, Minlie Huang. Towards Emotional Support Dialogue Systems. ACL 2021.

[3].Yilin Niu, Fei Huang, Jiaming Liang, Wenkai Chen, Xiaoyan Zhu, Minlie Huang. A Semantic-based Method for Unsupervised Commonsense Question Answering. ACL 2021.

[4].Jiexi Liu, Ryuichi Takanobu, Jiaxin Wen, Dazhen Wan, Hongguang Li, Weiran Nie, Cheng Li, Wei Peng, Minlie Huang. Robustness Testing of Language Understanding in Task-Oriented Dialog. ACL 2021.

[5].Jian Guan, Zhexin Zhang, Zhuoer Feng, Zitao Liu, Wenbiao Ding, Xiaoxi Mao, Changjie Fan, Minlie Huang. OpenMEVA: A Benchmark for Evaluating Open-ended Story Generation Metrics. ACL 2021.

[6].Jian Guan, Xiaoxi Mao, changjie fan, Zitao Liu, Wenbiao Ding, Minlie Huang. Long Text Generation by Modeling Sentence-Level and Discourse-Level Coherence. ACL 2021.

[7].Zhihong Shao, Lifeng Shang, Qun Liu, Minlie Huang. A Mutual Information Maximization Approach for the Spurious Solution Problem in Weakly Supervised Question Answering. ACL 2021.

[8].Yida Wang, Yinhe Zheng, Yong Jiang, Minlie Huang. Diversifying Dialog Generation via Adaptive Label Smoothing. ACL 2021.

[9].Chencheng Xu, Qiao Liu, Minlie Huang, Tao Jiang. Reinforced Molecular Optimization with Neighborhood-Controlled Grammars. NeurIPS 2020.

[10].Ryuichi Takanobu, Qi Zhu, Jinchao Li, Baolin Peng, Jianfeng Gao, Minlie Huang. Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation. SIGDIAL 2020 (Best Paper).

[11].Yida Wang, Pei Ke, Yinhe Zheng, Kaili Huang, Yong Jiang, Xiaoyan Zhu, Minlie Huang. A Large-Scale Chinese Short-Text Conversation Dataset. NLPCC 2020 (Best Student Paper).

[12].Yilin Niu, Fangkai Jiao, Mantong Zhou, Ting Yao, Jingfang Xu, Minlie Huang. A Self-Training Method for Machine Reading Comprehension with Soft Evidence Extraction. ACL 2020.

[13].Ryuichi Takanobu, Runze Liang, Minlie Huang. Multi-Agent Task-Oriented Dialog Policy Learning with Role-Aware Reward Decomposition. ACL 2020.

[14].Minlie Huang, Xiaoyan Zhu, Jianfeng Gao. Challenges in building intelligent open-domain dialog systems. ACM Transactions on Information Systems (TOIS) 38 (3), 1-32.

[15].Jian Guan, Yansen Wang, Minlie Huang. Story Ending Generation with Incremental Encoding and Commonsense Knowledge. AAAI 2019.

[16].Takanobu Ryuichi, Tianyang Zhang, Jiexi Liu, Minlie Huang. A Hierarchical Framework for Relation Extraction with Reinforcement Learning. AAAI 2019.

[17].Hao Zhou, Minlie Huang, Yishun Mao, Changlei Zhu, Peng Shu, Xiaoyan Zhu. Domain-Constrained Advertising Keyword Generation. WWW 2019.

[18].Zheng Zhang, Lizi Liao, Minlie Huang, Xiaoyan Zhu, Tat-Seng Chua. Neural Multimodal Belief Tracker with Adaptive Attention for Dialogue Systems. WWW 2019.

[19].Pei Ke, Fei Huang, Minlie Huang, Xiaoyan Zhu. ARAML: A Stable Adversarial Training Framework for Text Generation. EMNLP 2019.

[20].Zhihong Shao, Minlie Huang, Jiangtao Wen, Wenfei Xu, Xiaoyan Zhu. Long and Diverse Text Generation with Planning-based Hierarchical Variational Model. EMNLP 2019.

[21].Hao Zhou, Tom Yang, Minlie Huang, Haizhou Zhao, Jingfang Xu, Xiaoyan Zhu. Commonsense Knowledge Aware Conversation Generation with Graph Attention. IJCAI-ECAI 2018. [IJCAI2018 Distinguished Paper]

[22].Hao Zhou, Minlie Huang, Tianyang Zhang, Xiaoyan Zhu, Bing Liu. Emotional Chatting Machine: Emotional Conversation Generation with Internal and External Memory. AAAI 2018.

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