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TwHIN-BERT: A Socially-Enriched Pre-trained Language Model for Multilingual Tweet Representations


Sep 15, 2022
Xinyang Zhang, Yury Malkov, Omar Florez, Serim Park, Brian McWilliams, Jiawei Han, Ahmed El-Kishky


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MentorGNN: Deriving Curriculum for Pre-Training GNNs


Aug 21, 2022
Dawei Zhou, Lecheng Zheng, Dongqi Fu, Jiawei Han, Jingrui He

* Accepted by CIKM 2022 

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Few-Shot Fine-Grained Entity Typing with Automatic Label Interpretation and Instance Generation


Jun 28, 2022
Jiaxin Huang, Yu Meng, Jiawei Han

* Accepted to KDD 2022 Research Track 

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TeKo: Text-Rich Graph Neural Networks with External Knowledge


Jun 15, 2022
Zhizhi Yu, Di Jin, Jianguo Wei, Ziyang Liu, Yue Shang, Yun Xiao, Jiawei Han, Lingfei Wu


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Unsupervised Key Event Detection from Massive Text Corpora


Jun 08, 2022
Yunyi Zhang, Fang Guo, Jiaming Shen, Jiawei Han

* KDD 2022 

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Schema-Guided Event Graph Completion


Jun 06, 2022
Hongwei Wang, Zixuan Zhang, Sha Li, Jiawei Han, Yizhou Sun, Hanghang Tong, Joseph P. Olive, Heng Ji


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All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass


May 22, 2022
Jiaxin Huang, Tianqi Liu, Jialu Liu, Adam D. Lelkes, Cong Yu, Jiawei Han


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Heterformer: A Transformer Architecture for Node Representation Learning on Heterogeneous Text-Rich Networks


May 20, 2022
Bowen Jin, Yu Zhang, Qi Zhu, Jiawei Han


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CiteSum: Citation Text-guided Scientific Extreme Summarization and Low-resource Domain Adaptation


May 12, 2022
Yuning Mao, Ming Zhong, Jiawei Han

* TLDR: By pretraining on (automatically extracted) citation sentences in scientific papers, we achieve SOTA on SciTLDR, XSum, and Gigaword in zero-shot and/or few-shot settings 

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Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds


May 04, 2022
Yu Zhang, Yu Meng, Xuan Wang, Sheng Wang, Jiawei Han

* 12 pages; Accepted to NAACL 2022 

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