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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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Transfer Learning for Relation Extraction via Relation-Gated Adversarial Learning


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

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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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