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Out-of-Category Document Identification Using Target-Category Names as Weak Supervision

Nov 24, 2021
Dongha Lee, Dongmin Hyun, Jiawei Han, Hwanjo Yu

* ICDM 2021. 10 pages, 4 figures 

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MotifClass: Weakly Supervised Text Classification with Higher-order Metadata Information

Nov 07, 2021
Yu Zhang, Shweta Garg, Yu Meng, Xiusi Chen, Jiawei Han

* 9 pages; Accepted to WSDM 2022 

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Fine-Grained Opinion Summarization with Minimal Supervision

Oct 17, 2021
Suyu Ge, Jiaxin Huang, Yu Meng, Sharon Wang, Jiawei Han

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UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning

Oct 14, 2021
Yuning Mao, Lambert Mathias, Rui Hou, Amjad Almahairi, Hao Ma, Jiawei Han, Wen-tau Yih, Madian Khabsa

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Entity Linking Meets Deep Learning: Techniques and Solutions

Sep 26, 2021
Wei Shen, Yuhan Li, Yinan Liu, Jiawei Han, Jianyong Wang, Xiaojie Yuan

* To appear in IEEE TKDE 

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SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction

Sep 24, 2021
Yuxin Xiao, Zecheng Zhang, Yuning Mao, Carl Yang, Jiawei Han

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Chemical-Reaction-Aware Molecule Representation Learning

Sep 22, 2021
Hongwei Wang, Weijiang Li, Xiaomeng Jin, Kyunghyun Cho, Heng Ji, Jiawei Han, Martin D. Burke

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Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training

Sep 10, 2021
Yu Meng, Yunyi Zhang, Jiaxin Huang, Xuan Wang, Yu Zhang, Heng Ji, Jiawei Han

* EMNLP 2021. (Code:

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Corpus-based Open-Domain Event Type Induction

Sep 07, 2021
Jiaming Shen, Yunyi Zhang, Heng Ji, Jiawei Han

* 14 pages, EMNLP 2021 main conference 

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Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training data

Aug 02, 2021
Qi Zhu, Natalia Ponomareva, Jiawei Han, Bryan Perozzi

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Multi-head or Single-head? An Empirical Comparison for Transformer Training

Jun 17, 2021
Liyuan Liu, Jialu Liu, Jiawei Han

* Work in progress 

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Eider: Evidence-enhanced Document-level Relation Extraction

Jun 16, 2021
Yiqing Xie, Jiaming Shen, Sha Li, Yuning Mao, Jiawei Han

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Training ELECTRA Augmented with Multi-word Selection

May 31, 2021
Jiaming Shen, Jialu Liu, Tianqi Liu, Cong Yu, Jiawei Han

* Accepted in Findings of ACL 2021 

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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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Future is not One-dimensional: Graph Modeling based Complex Event Schema Induction for Event Prediction

Apr 15, 2021
Manling Li, Sha Li, Zhenhailong Wang, Lifu Huang, Kyunghyun Cho, Heng Ji, Jiawei Han, Clare Voss

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Document-Level Event Argument Extraction by Conditional Generation

Apr 13, 2021
Sha Li, Heng Ji, Jiawei Han

* 11 pages. Accepted to NAACL 2021 

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Who Should Go First? A Self-Supervised Concept Sorting Model for Improving Taxonomy Expansion

Apr 10, 2021
Xiangchen Song, Jiaming Shen, Jieyu Zhang, Jiawei Han

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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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COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining

Feb 16, 2021
Yu Meng, Chenyan Xiong, Payal Bajaj, Saurabh Tiwary, Paul Bennett, Jiawei Han, Xia Song

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MATCH: Metadata-Aware Text Classification in A Large Hierarchy

Feb 15, 2021
Yu Zhang, Zhihong Shen, Yuxiao Dong, Kuansan Wang, Jiawei Han

* 12 pages; Accepted to WWW 2021 

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Reader-Guided Passage Reranking for Open-Domain Question Answering

Jan 01, 2021
Yuning Mao, Pengcheng He, Xiaodong Liu, Yelong Shen, Jianfeng Gao, Jiawei Han, Weizhu Chen

* TLDR: Reranking retrieved passages by reader predictions can achieve 10~20 gains in top-1 retrieval accuracy and 1~4 gains in Exact Match (EM) without any training 

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Few-Shot Named Entity Recognition: A Comprehensive Study

Dec 29, 2020
Jiaxin Huang, Chunyuan Li, Krishan Subudhi, Damien Jose, Shobana Balakrishnan, Weizhu Chen, Baolin Peng, Jianfeng Gao, Jiawei Han

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Hierarchical Metadata-Aware Document Categorization under Weak Supervision

Oct 26, 2020
Yu Zhang, Xiusi Chen, Yu Meng, Jiawei Han

* 9 pages; Accepted to WSDM 2021 

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Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation

Oct 24, 2020
Yuning Mao, Xiang Ren, Heng Ji, Jiawei Han

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On the Transformer Growth for Progressive BERT Training

Oct 23, 2020
Xiaotao Gu, Liyuan Liu, Hongkun Yu, Jing Li, Chen Chen, Jiawei Han

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BiTe-GCN: A New GCN Architecture via BidirectionalConvolution of Topology and Features on Text-Rich Networks

Oct 23, 2020
Di Jin, Xiangchen Song, Zhizhi Yu, Ziyang Liu, Heling Zhang, Zhaomeng Cheng, Jiawei Han

* To appear in WSDM 2021 

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CoDA: Contrast-enhanced and Diversity-promoting Data Augmentation for Natural Language Understanding

Oct 16, 2020
Yanru Qu, Dinghan Shen, Yelong Shen, Sandra Sajeev, Jiawei Han, Weizhu Chen

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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:

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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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