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Text Classification Using Label Names Only: A Language Model Self-Training Approach

Oct 14, 2020
Yu Meng, Yunyi Zhang, Jiaxin Huang, Chenyan Xiong, Heng Ji, Chao Zhang, Jiawei Han

* EMNLP 2020. (Code: https://github.com/yumeng5/LOTClass

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CoRel: Seed-Guided Topical Taxonomy Construction by Concept Learning and Relation Transferring

Oct 13, 2020
Jiaxin Huang, Yiqing Xie, Yu Meng, Yunyi Zhang, Jiawei Han

* KDD 2020 Research Track 

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Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic Embedding

Oct 13, 2020
Jiaxin Huang, Yu Meng, Fang Guo, Heng Ji, Jiawei Han

* accepted to EMNLP 2020 

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Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding

Jul 18, 2020
Yu Meng, Yunyi Zhang, Jiaxin Huang, Yu Zhang, Chao Zhang, Jiawei Han

* KDD 2020 Research Track. (Code: https://github.com/yumeng5/JoSH

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Minimally Supervised Categorization of Text with Metadata

Jun 02, 2020
Yu Zhang, Yu Meng, Jiaxin Huang, Frank F. Xu, Xuan Wang, Jiawei Han

* 10 pages; Accepted to SIGIR 2020 

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Guiding Corpus-based Set Expansion by Auxiliary Sets Generation and Co-Expansion

Jan 27, 2020
Jiaxin Huang, Yiqing Xie, Yu Meng, Jiaming Shen, Yunyi Zhang, Jiawei Han

* WWW 2020 

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Spherical Text Embedding

Nov 04, 2019
Yu Meng, Jiaxin Huang, Guangyuan Wang, Chao Zhang, Honglei Zhuang, Lance Kaplan, Jiawei Han

* NeurIPS 2019. (Code: https://github.com/yumeng5/Spherical-Text-Embedding

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CatE: Category-Name GuidedWord Embedding

Aug 20, 2019
Yu Meng, Jiaxin Huang, Guangyuan Wang, Zihan Wang, Chao Zhang, Jiawei Han


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