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Weakly Supervised Named Entity Tagging with Learnable Logical Rules


Jul 05, 2021
Jiacheng Li, Haibo Ding, Jingbo Shang, Julian McAuley, Zhe Feng


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UCPhrase: Unsupervised Context-aware Quality Phrase Tagging


May 28, 2021
Xiaotao Gu, Zihan Wang, Zhenyu Bi, Yu Meng, Liyuan Liu, Jiawei Han, Jingbo Shang

* KDD 2021 

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Unsupervised Deep Keyphrase Generation


Apr 18, 2021
Xianjie Shen, Yinghan Wang, Rui Meng, Jingbo Shang


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News Meets Microblog: Hashtag Annotation via Retriever-Generator


Apr 18, 2021
Xiuwen Zheng, Dheeraj Mekala, Amarnath Gupta, Jingbo Shang


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"Average" Approximates "First Principal Component"? An Empirical Analysis on Representations from Neural Language Models


Apr 18, 2021
Zihan Wang, Chengyu Dong, Jingbo Shang


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Minimally-Supervised Structure-Rich Text Categorization via Learning on Text-Rich Networks


Feb 23, 2021
Xinyang Zhang, Chenwei Zhang, Luna Xin Dong, Jingbo Shang, Jiawei Han

* WWW'21 

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Data Profiling for Adversarial Training: On the Ruin of Problematic Data


Feb 15, 2021
Chengyu Dong, Liyuan Liu, Jingbo Shang


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Sensei: Self-Supervised Sensor Name Segmentation


Jan 01, 2021
Jiaman Wu, Dezhi Hong, Rajesh Gupta, Jingbo Shang


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X-Class: Text Classification with Extremely Weak Supervision


Oct 24, 2020
Zihan Wang, Dheeraj Mekala, Jingbo Shang


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Overfitting or Underfitting? Understand Robustness Drop in Adversarial Training


Oct 15, 2020
Zichao Li, Liyuan Liu, Chengyu Dong, Jingbo Shang

* Work in Progress 

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SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery


Sep 29, 2020
Jiaming Shen, Wenda Qiu, Jingbo Shang, Michelle Vanni, Xiang Ren, Jiawei Han

* EMNLP 2020 

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User-Guided Aspect Classification for Domain-Specific Texts


Apr 30, 2020
Peiran Li, Fang Guo, Jingbo Shang


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Empower Entity Set Expansion via Language Model Probing


Apr 29, 2020
Yunyi Zhang, Jiaming Shen, Jingbo Shang, Jiawei Han

* ACL 2020 

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FUSE: Multi-Faceted Set Expansion by Coherent Clustering of Skip-grams


Oct 22, 2019
Wanzheng Zhu, Hongyu Gong, Jiaming Shen, Chao Zhang, Jingbo Shang, Suma Bhat, Jiawei Han


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SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble


Oct 17, 2019
Jiaming Shen, Zeqiu Wu, Dongming Lei, Jingbo Shang, Xiang Ren, Jiawei Han

* ECMLPKDD 2017 accepted 

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CrossWeigh: Training Named Entity Tagger from Imperfect Annotations


Sep 03, 2019
Zihan Wang, Jingbo Shang, Liyuan Liu, Lihao Lu, Jiacheng Liu, Jiawei Han


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Raw-to-End Name Entity Recognition in Social Media


Aug 14, 2019
Liyuan Liu, Zihan Wang, Jingbo Shang, Dandong Yin, Heng Ji, Xiang Ren, Shaowen Wang, Jiawei Han


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Integrating Local Context and Global Cohesiveness for Open Information Extraction


Nov 04, 2018
Qi Zhu, Xiang Ren, Jingbo Shang, Yu Zhang, Ahmed El-Kishky, Jiawei Han

* 8 pages + 1 page reference. Accepted to WSDM 2019 

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Cross-type Biomedical Named Entity Recognition with Deep Multi-Task Learning


Oct 08, 2018
Xuan Wang, Yu Zhang, Xiang Ren, Yuhao Zhang, Marinka Zitnik, Jingbo Shang, Curtis Langlotz, Jiawei Han

* 7 pages, 4 figures 

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Learning Named Entity Tagger using Domain-Specific Dictionary


Sep 10, 2018
Jingbo Shang, Liyuan Liu, Xiang Ren, Xiaotao Gu, Teng Ren, Jiawei Han


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Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling


Sep 10, 2018
Liyuan Liu, Xiang Ren, Jingbo Shang, Jian Peng, Jiawei Han

* EMNLP 2018 

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Empower Sequence Labeling with Task-Aware Neural Language Model


Nov 23, 2017
Liyuan Liu, Jingbo Shang, Frank F. Xu, Xiang Ren, Huan Gui, Jian Peng, Jiawei Han

* AAAI 2018 

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An Attention-based Collaboration Framework for Multi-View Network Representation Learning


Sep 19, 2017
Meng Qu, Jian Tang, Jingbo Shang, Xiang Ren, Ming Zhang, Jiawei Han

* CIKM 2017 

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MetaPAD: Meta Pattern Discovery from Massive Text Corpora


Mar 14, 2017
Meng Jiang, Jingbo Shang, Taylor Cassidy, Xiang Ren, Lance M. Kaplan, Timothy P. Hanratty, Jiawei Han

* 9 pages 

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Automated Phrase Mining from Massive Text Corpora


Mar 11, 2017
Jingbo Shang, Jialu Liu, Meng Jiang, Xiang Ren, Clare R Voss, Jiawei Han


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DPPred: An Effective Prediction Framework with Concise Discriminative Patterns


Oct 31, 2016
Jingbo Shang, Meng Jiang, Wenzhu Tong, Jinfeng Xiao, Jian Peng, Jiawei Han


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Meta-Path Guided Embedding for Similarity Search in Large-Scale Heterogeneous Information Networks


Oct 31, 2016
Jingbo Shang, Meng Qu, Jialu Liu, Lance M. Kaplan, Jiawei Han, Jian Peng


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A Parallel and Efficient Algorithm for Learning to Match


Oct 22, 2014
Jingbo Shang, Tianqi Chen, Hang Li, Zhengdong Lu, Yong Yu

* 10 pages, short version was published in ICDM 2014 

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