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



Jiaxin Huang , Yu Meng , Jiawei Han

* Accepted to KDD 2022 Research Track 

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



Yu Zhang , Yu Meng , Xuan Wang , Sheng Wang , Jiawei Han

* 12 pages; Accepted to NAACL 2022 

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Pretraining Text Encoders with Adversarial Mixture of Training Signal Generators



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

* ICLR 2022. (Code and Models: https://github.com/microsoft/AMOS

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Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations



Yu Meng , Yunyi Zhang , Jiaxin Huang , Yu Zhang , Jiawei Han

* WWW 2022. (Code: https://github.com/yumeng5/TopClus

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Generating Training Data with Language Models: Towards Zero-Shot Language Understanding



Yu Meng , Jiaxin Huang , Yu Zhang , Jiawei Han

* Code: https://github.com/yumeng5/SuperGen 

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Pedestrian Trajectory Prediction via Spatial Interaction Transformer Network



Tong Su , Yu Meng , Yan Xu


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



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



Suyu Ge , Jiaxin Huang , Yu Meng , Sharon Wang , Jiawei Han


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



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

* EMNLP 2021. (Code: https://github.com/yumeng5/RoSTER

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UCPhrase: Unsupervised Context-aware Quality Phrase Tagging



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

* KDD 2021 

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