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Shumin Deng

Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection

Nov 13, 2019
Shumin Deng, Ningyu Zhang, Jiaojian Kang, Yichi Zhang, Wei Zhang, Huajun Chen

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* Accepted by WSDM 2020

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Relation Adversarial Network for Low Resource KnowledgeGraph Completion

Nov 08, 2019
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Jiaoayan Chen, Wei Zhang, Huajun Chen

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* under WWW2020 review

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Improving Few-shot Text Classification via Pretrained Language Representations

Aug 22, 2019
Ningyu Zhang, Zhanlin Sun, Shumin Deng, Jiaoyan Chen, Huajun Chen

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* arXiv admin note: substantial text overlap with arXiv:1902.10482, arXiv:1803.02400 by other authors

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Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks

Mar 04, 2019
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Guanying Wang, Xi Chen, Wei Zhang, Huajun Chen

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* To be published in NAACL 2019

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Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction

Dec 29, 2018
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Xi Chen, Wei Zhang, Huajun Chen

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* To be published in EMNLP 2018

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