Jiaming Shen

Publications (by Years)

2021

Jiaming Shen, Jialu Liu, Tianqi Liu, Cong Yu, and Jiawei Han. Training ELECTRA Augmented with Multi-word Selection, In Proc. of The Findings of the 59th Annual Meeting of the Association for Computational Linguistics (ACL 2021 (Findings)).
Jiaming Shen, Wenda Qiu, Yu Meng, Jingbo Shang, Xiang Ren, and Jiawei Han. TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names, In Proc. of The 2021 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2021).
Jieyu Zhang, Xiangchen Song, Ying Zeng, Jiaze Chen, Jiaming Shen, Yuning Mao, and Lei Li. Taxonomy Completion via Triplet Matching Network, In Proc. of The 35th AAAI Conference on Artificial Intelligence (AAAI 2021). [Code]

2020

Jiaming Shen*, Wenda Qiu*, Jingbo Shang, Michelle Vanni, Xiang Ren, and Jiawei Han. SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery, In Proc. of The 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020). [Data] [Slide]
Jiaming Shen, Heng Ji, and Jiawei Han. Near-imperceptible Neural Linguistic Steganography via Self-Adjusting Arithmetic Coding, In Proc. of The 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP 2020). [Code & Data] [Slide]
Jiaming Shen, Zhihong Shen, Chenyan Xiong, Chi Wang, Kuansan Wang, and Jiawei Han. TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network, In The 31st International Conference in the Web (WWW 2020). [Code & Data] [Blog Post] [Recorded Presentation]
Yunyi Zhang, Jiaming Shen, Jingbo Shang, and Jiawei Han. Empower Entity Set Expansion via Language Model Probing, In The 58th Annual Meeting of the Association for Computational Linguistics (ACL 2020). [Code & Data]
Dominic Seyler, Jiaming Shen, Jinfeng Xiao, Yiren Wang, and ChengXiang Zhai. Leveraging Personalized Sentiment Lexicons for Sentiment Analysis, In The 10th International Conference on the Theory of Information Retrieval (ICTIR 2020).
Yue Yu, Yinghao Li, Jiaming Shen, Hao Feng, Jimeng Sun, and Chao Zhang. STEAM: Self-Supervised Taxonomy Expansion with Mini-Paths, In The 26th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2020). [Code & Data]
Wanzheng Zhu, Hongyu Gong, Jiaming Shen, Chao Zhang, Jingbo Shang, Suma Bhat, and Jiawei Han. FUSE: Multi-faceted set expansion by coherent clustering of skip-grams, In The 2020 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2020).
Jiaxin Huang, Yiqing Xie, Yu Meng, Jiaming Shen, Yunyi Zhang, and Jiawei Han. Guiding Corpus-based Set Expansion by Auxiliary Sets Generation and Co-Expansion, In The 31st International Conference in the Web (WWW 2020).

2019

Jiaming Shen, Ruiliang Lyu, Xiang Ren, Michelle Vanni, Brian Sadler, and Jiawei Han. Mining Entity Synonyms with Efficient Neural Set Generation, In The 33rd AAAI Conference on Artificial Intelligence (AAAI 2019). [Code] [Full Documentation] [Data] [Slide]
Yu Shi^*, Jiaming Shen^*, Yuchen Li, Naijing Zhang, Xinwei He, Zhengzhi Lou, Qi Zhu, Matthew Walker, Myunghwan Kim, and Jiawei Han. Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity, In The 28th ACM International Conference on Information and Knowledge Management (CIKM 2019). [Code] [Data]
Yu Meng, Jiaming Shen, Chao Zhang, and Jiawei Han. Weakly-Supervised Hierarchical Text Classification, In The 33rd AAAI Conference on Artificial Intelligence (AAAI 2019). [Code] [Slide]
Jingbo Shang, Jiaming Shen, Liyuan Liu, and Jiawei Han. Constructing and Mining Heterogeneous Information Networks from Massive Text, In The 25th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2019 Tutorial).
Junyi Du, He Jiang, Jiaming Shen, and Xiang Ren. Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis, In The 57th Annual Meeting of the Association for Computational Linguistics (ACL 2019). [Code & Data]

2018

Jiaming Shen, Maryam Karimzadehgan, Michael Bendersky, Zhen Qin, and Donald Metzler. Multi-Task Learning for Personal Search Ranking with Auxiliary Query Clustering, In The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018). [Code] [Slide]
Jiaming Shen, Zeqiu Wu, Dongming Lei, Chao Zhang, Xiang Ren, Michelle T. Vanni, Brian M. Sadler, and Jiawei Han. HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion, In The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018). [Code]
Jiaming Shen, Jinfeng Xiao, Xinwei He, Jingbo Shang, Saurabh Sinha, and Jiawei Han. Entity Set Search of Scientific Literature: An Unsupervised Ranking Approach, In The 41st International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2018). [Code]
Jiaming Shen, Jinfeng Xiao, Yu Zhang, Carl Yang, Jingbo Shang, Jinda Han, Saurabh Sinha, Peipei Ping, Richard Weinshilboum, Zhiyong Lu and Jiawei Han, SetSearch+: Entity-Set-Aware Search and Mining for Scientific Literature, In The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track). [System]
Yu Meng, Jiaming Shen, Chao Zhang, and Jiawei Han. Weakly-Supervised Neural Text Classification, In The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018). [Code]
Jingbo Shang, Jiaming Shen, Tianhang Sun, Xingbang Liu, Anja Gruenheid, Flip Korn, Adam Lelkes, Cong Yu, and Jiawei Han. Investigating Rumor News Using Agreement Aware Search, In The 27th ACM International Conference on Information and Knowledge Management (CIKM 2018).
Hanwen Zha, Jiaming Shen, Keqian Li, Warren Greiff, Michelle Vanni, Jiawei Han and Xifeng Yan, FTS: Faceted Taxonomy Construction and Search for Scientific Publications, In The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track). [System]
Jingbo Shang, Qi Zhu, Jiaming Shen, Xuan Wang, Xiaotao Gu, Lance Kaplan, Timothy Harratty and Jiawei Han, AutoNet: Automated Network Construction and Exploration System from Domain-Specific Corpora, In The 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2018 Demo Track).
Yuning Mao, Xiang Ren, Jiaming Shen, and Jiawei Han. End-to-End Reinforcement Learning for Automatic Taxonomy Induction, In The 56th Annual Meeting of the Association for Computational Linguistics (ACL 2018). [Code]
Jingbo Shang, Chao Zhao, Jiaming Shen, and Jiawei Han. Towards Multidimensional Analysis of Text Corpora", In The 24th ACM SIGKDD International Conference on Knowledge (KDD 2018). [Tutorial Website]
Chao Zhang, Fangbo Tao, Xiusi Chen, Jiaming Shen, Meng Jiang, Brian M. Sadler, Michelle T. Vanni, and Jiawei Han. TaxoGen: Constructing Topical Concept Taxonomy by Adaptive Term Embedding and Clustering, In The 24th ACM SIGKDD International Conference on Knowledge (KDD 2018). [Code]

2017

Jiaming Shen^*, Zeqiu Wu^*, Dongming Lei, Jingbo Shang, Xiang Ren, and Jiawei Han, SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble, In The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2017). [Code]
Xiang Ren, Jiaming Shen, Meng Qu, Xuan Wang, Zeqiu Wu, Qi Zhu, Meng Jiang, Fangbo Tao, Saurabh Sinha, David Liem, Peipei Ping, Richard Weinshilboum, and Jiawei Han, Life-iNet: A Structured Network-Based Knowledge Exploration and Analytics System for Life Sciences, In The 55th annual meeting of the Association for Computational Linguistics (ACL 2017 System Demo).

2016

Junxian He, Yin Huang, Changfeng Liu, Jiaming Shen, Yuting Jia, and Xinbing Wang, Text network exploration via heterogeneous web of topics, In The Sixth IEEE ICDM Workshop on Data Mining in Networks (ICDM 2016 Workshop).

2015

Jiaming Shen, Zhenyu Song, Shitao Li, Zhaowei Tan, Yuning Mao, Luoyi Fu, Li Song, and Xinbing Wang, Modeling Topic-level Academic Influence in Scientific Literatures, In The Thirtieth AAAI Conference on Artificial Intelligence (AAAI 2016) Workshop on Scholarly Big Data. [Slide]
Jiaming Shen, Zhaowei Tan, Luoyi Fu, and Xinbing Wang, Trend Analysis of Top-tier Conferences in Computer Network Field, In Communications of the China Computer Federation, 11(9), 62-66, 2015.
Zhaowei Tan, Changfeng Liu, Yuning Mao, Jiaming Shen, Bin Wang, Luoyi Fu, Li Song, and Xinbing Wang, AceMap: A Novel Approach towards Displaying Relationship among Academic Literatures, In The 25th International World Wide Web Conference (WWW 2016). [System]