郭宏蕾副研究员

  • Email : guohonglei@mail.tsinghua.edu.cn
  • 地址:北京市海淀区清华大学FIT楼4-307
教育背景

1994年3月-1997年3月 东北大学 计算机科学理论 博士

1992年9月-1994年2月 东北大学 计算机应用 硕士

1988年9月-1992年7月 吉林大学 计算机软件 学士

工作履历

2022年7月-至今 清华大学 北京信息科学与技术国家研究中心 副研究员

1999年6月-2021年2月 IBM中国研究院 自然语言处理 研究员

1997年5月-1999年5月 北京航空航天大学计算机科学博士后流动站 博士后

学术兼职

ACL Rolling Review Area Chair

ACL, AAAI, IJCAI, EMNLP, Coling, NAACL, CIKM, WWW等国际会议审稿人

社会兼职

中国人工智能学会元宇宙专委会委员

研究领域

自然语言处理,多模态智能交互, 情感计算,信息抽取

研究概况

在人工智能及自然语言处理国际顶级会议(IEEE VR,IJCAI,ACL, SIGKDD,EMNLP,Coling,NAACL,WWW 和CIKM等)及期刊上发表多篇学术论文。

获国际发明专利授权50余项。

奖励与荣誉

(1)IBM Outstanding Technical Achievement Award for IBM Services Solution Advisor and Cognitive Document Risk Analyzer (2019).

(2)IBM Research Division Award for Research Client Contribution to GCG Emerging Healthcare AI Solution (2019).

(3)IBM Outstanding Technical Achievement Award for Learning Based Chinese Entity Analytics, IBM (2018).

(4)IBM Outstanding Technical Achievement Award for Deriving Deep Insights from User Generated Content (2017).

(5)IBM Outstanding Technical Achievement Award for Contributions to DSM (Deep Sentiment Mining) (2016).

(6)IBM Research Division Award for Social Media Analysis for User Generation Content (2013).

学术成果

[1] Yang Gao, Yangbin Dai, Guangtao Zhang*, Honglei Guo*, Fariba Mostajeran, Binge Zheng, and Tao Yu. Trust in Virtual Agents: Exploring the Role of Stylization and Voice, IEEE VR 2025 / IEEE TVCG.

[2] Mengting Hu, Shiwan Zhao, Honglei Guo, Zhong Su. Hybrid Regularizations for Multi-Aspect Category Sentiment Analysis, IEEE Transactions on Affective Computing, 2023.10, 14(4): 3294-3304.

[3] Mengting Hu, Shiwan Zhao, Honglei Guo, Chao Xue, Hang Gao, Tiegang Gao,  Renhong Cheng,

[4] Zhong Su. Multi-Label Few-Shot Learning for Aspect Category Detection,  ACL-IJCNLP 2021.

[5] Mengting Hu, Honglei Guo*, Shiwan Zhao, Hang Gao, Zhong Su. Efficient Mind-Map Generation via Sequence-to-Graph and Reinforced Graph Refinement, EMNLP 2021.

[6] Honglei Guo, Bang An, Zhili Guo and Zhong Su. Deep Semantic Compliance Advisor for Unstructured Document Compliance Checking. IJCAI 2020, pp. 4446-4452

[7] Yang Wei, Honglei Guo*, Jinmao Wei,  Zhong Su. Revealing Semantic Structures of Texts: Multi-grained Framework for Automatic Mind-map Generation, IJCAI 2019,pp. 5247-5254.

[8] Mengting Hu, Yike Wu, Shiwan Zhao, Honglei Guo, Renhong Cheng and Zhong Su.  Domain-Invariant Feature Distillation for Cross-Domain Sentiment Classification.  EMNLP 2019, pp. 5558-5567.

[9] Mengting Hu, Shiwan Zhao, Honglei Guo, Renhong Cheng and Zhong Su. Learning to Detect Opinion Snippet for Aspect-Based Sentiment Analysis. CoNLL 2019, pp. 970-979.

[10] Wanxiang Che, Yanyan Zhao, Honglei Guo, Zhong Su and Ting Liu. Sentence Compression for Aspect-Based Sentiment Analysis. IEEE ACM Trans. Audio Speech Lang. Process. 23(12), 2015, pp. 2111-2124

[11] Yanyan Zhao, Wanxiang Che, Honglei Guo, Bing Qin, Zhong Su and Ting Liu.  Sentence Compression for Target-Polarity Word Collocation Extraction. COLING 2014, pp. 1360-1369

[12] Honglei Guo, Huijia Zhu, Zhili Guo, Zhong Su. Domain customization for aspect-oriented opinion analysis with multi-level latent sentiment clues. CIKM 2011, pp. 2493-2496

[13] Honglei Guo, Huijia Zhu, Zhili Guo, Xiaoxun Zhang and Zhong Su. OpinionIt: a text mining system for cross-lingual opinion analysis. CIKM 2010, pp. 1199-1208

[14] Xiaoxun Zhang, Zhili Guo, Honglei Guo, Huijia Zhu, Zhong Su. CasJoin: a cascade chain for text similarity joins. CIKM 2010, pp. 1725-1728

[15] Li Zhang, Shenghua Bao, Honglei Guo, Huijia Zhu, Xiaoxun Zhang, Keke Cai, Ben Fei, Xian Wu, Zhenyu Guo and Zhong Su. EagleEye: Entity-centric business intelligence for smarter decisions. IBM J. Res. Dev. 54(6): 1 (2010)

[16] Honglei Guo, Huijia Zhu, Zhili Guo, Xiaoxun Zhang and Zhong Su. Address Standardization with Latent Semantic Association. In Proc. of the Fifteenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD), 2009, pp.1155-1163.

[17] Honglei Guo, Huijia Zhu, Zhili Guo, Xiaoxun Zhang and Zhong Su.  Product Feature Categorization with Multilevel Latent Semantic Association. In Proc. Of CIKM 2009, pp. 1087-1096.

[18] Honglei Guo, Huijia Zhu, Zhili Guo, Xiaoxun Zhang,Xian Wu and Zhong Su.  Domain Adaptation with Latent Semantic Association for Named Entity Recognition. 2009 North American Chapter of the Association for Computational Linguistics Conference (NAACL), 2009, pp. 281-289.

[19] Qi Su, Xinying Xu, Honglei Guo, Zhili Guo, Xian Wu, Xiaoxun Zhang, Bin Swen and Zhong Su. Hidden Sentiment Association in Chinese Web Opinion Mining, In:  Proceedings of the 17th international conference on World Wide Web (WWW) 2008, pp. 959-968.  

[20] Xiaoxun Zhang, Xueying Wang, Honglei Guo, Zhili Guo, Xian Wu and Zhong Su.   FloatCascade Learning for Fast Imbalanced Web Mining, In: Proceedings of the 17th international conference on World Wide Web (WWW), 2008, pp. 71-80.

[21] Honglei Guo, Li Zhang and Zhong Su. Empirical Study on the Performance Stability of Named Entity Recognition Model across Domains, In:  Proceedings of 2006 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2006, pp. 509-516.