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Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning



Jianguo Zhang , Trung Bui , Seunghyun Yoon , Xiang Chen , Zhiwei Liu , Congying Xia , Quan Hung Tran , Walter Chang , Philip Yu

* Accepted by EMNLP 2021 main conference 

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Pseudo Siamese Network for Few-shot Intent Generation



Congying Xia , Caiming Xiong , Philip Yu

* 5 pages, accepted to SIGIR2021 

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Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System



Congying Xia , Wenpeng Yin , Yihao Feng , Philip Yu

* 10 pages, accepted to NAACL 2021 

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Composed Variational Natural Language Generation for Few-shot Intents



Congying Xia , Caiming Xiong , Philip Yu , Richard Socher

* 10 pages, accepted to Findings of EMNLP 2020 

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Multi-label Zero-shot Classification by Learning to Transfer from External Knowledge



He Huang , Yuanwei Chen , Wei Tang , Wenhao Zheng , Qing-Guo Chen , Yao Hu , Philip Yu


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CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection



Congying Xia , Chenwei Zhang , Hoang Nguyen , Jiawei Zhang , Philip Yu

* 11 pages, 4 figures 

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MZET: Memory Augmented Zero-Shot Fine-grained Named Entity Typing



Tao Zhang , Congying Xia , Chun-Ta Lu , Philip Yu

* 9 pages 

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Adv-BERT: BERT is not robust on misspellings! Generating nature adversarial samples on BERT



Lichao Sun , Kazuma Hashimoto , Wenpeng Yin , Akari Asai , Jia Li , Philip Yu , Caiming Xiong


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Multi-Grained Named Entity Recognition



Congying Xia , Chenwei Zhang , Tao Yang , Yaliang Li , Nan Du , Xian Wu , Wei Fan , Fenglong Ma , Philip Yu

* In ACL 2019 as a long paper 

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