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Ningyu Zhang
Can Fine-tuning Pre-trained Models Lead to Perfect NLP? A Study of the Generalizability of Relation Extraction

Sep 23, 2020
Ningyu Zhang, Luoqiu Li, Shumin Deng, Haiyang Yu, Xu Cheng, Wei Zhang, Huajun Chen


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Finding Influential Instances for Distantly Supervised Relation Extraction

Sep 17, 2020
Zifeng Wang, Rui Wen, Xi Chen, Shao-Lun Huang, Ningyu Zhang, Yefeng Zheng


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The Devil is the Classifier: Investigating Long Tail Relation Classification with Decoupling Analysis

Sep 15, 2020
Haiyang Yu, Ningyu Zhang, Shumin Deng, Zonggang Yuan, Yantao Jia, Huajun Chen


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Contrastive Triple Extraction with Generative Transformer

Sep 14, 2020
Hongbin Ye, Ningyu Zhang, Shumin Deng, Mosha Chen, Chuanqi Tan, Fei Huang, Huajun Chen


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Conceptualized Representation Learning for Chinese Biomedical Text Mining

Aug 25, 2020
Ningyu Zhang, Qianghuai Jia, Kangping Yin, Liang Dong, Feng Gao, Nengwei Hua

* WSDM2020 Health Day 
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Relation-Gated Domain Adaptation for Relation Extraction

Dec 16, 2019
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Jiaoayan Chen, Wei Zhang, Huajun Chen


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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

* 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

* under WWW2020 review 
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Context-aware Deep Model for Entity Recommendation in Search Engine at Alibaba

Sep 06, 2019
Qianghuai Jia, Ningyu Zhang, Nengwei Hua

* CIKM2019 International Workshop on Entity Retrieval. arXiv admin note: text overlap with arXiv:1511.08996 by other authors 
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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

* 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

* 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

* To be published in EMNLP 2018 
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