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Connections between relations in relation extraction, which we call class ties, are common.
The class imbalance problem: A systematic study
Nathalie Japkowicz and Shaju Stephen. 2002 · 2002
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Juho Rousu, Craig Saunders, Sandor Szedmak, and John Shawe-Taylor. 2005 · 2005
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Freebase: a collaboratively created graph database for structuring human knowledge
Kurt D. Bollacker, Colin Evans, Praveen Paritosh, Tim Sturge, and Jamie Taylor. 2008 · 2008
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Johannes Fürnkranz, Eyke Hüllermeier, Eneldo Loza Mencía, and Klaus Brinker. 2008 · 2008
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Zheng-Jun Zha, Xian-Sheng Hua, Tao Mei, Jingdong Wang, Guo-Jun Qi, and Zengfu Wang. 2008 · 2008
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Learning from imbalanced data
Haibo He and Edwardo A. Garcia. 2009 · 2009
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Tie-Yan Liu. 2009 · 2009
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Distant supervision for relation extraction without labeled data
Mike Mintz, Steven Bills, Rion Snow, and Dan Jurafsky. 2009 · 2009
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Katrin Erk and Carlo Strapparava, editors. 2010 · 2010
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Sebastian Riedel, Limin Yao, and Andrew McCallum. 2010 · 2010
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Knowledge-based weak supervision for information extraction of overlapping relations
Raphael Hoffmann, Congle Zhang, Xiao Ling, Luke Zettlemoyer, and Daniel S Weld. 2011 · 2011
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WSABIE: scaling up to large vocabulary image annotation
Jason Weston, Samy Bengio, and Nicolas Usunier. 2011 · 2011
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Multi-instance multi-label learning for relation extraction
Mihai Surdeanu, Julie Tibshirani, Ramesh Nallapati, and Christopher D Manning. 2012 · 2012
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Multi-instance multi-label learning
Zhi-Hua Zhou, Min-Ling Zhang, Sheng-Jun Huang, and Yu-Feng Li. 2012 · 2012
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Classifying relations by ranking with convolutional neural networks
Cicero Nogueira dos Santos, Bing Xiang, and Bowen Zhou. 2015 · 2015
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Learning to rank short text pairs with convolutional deep neural networks
Aliaksei Severyn and Alessandro Moschitti. 2015 · 2015
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Distant supervision for relation extraction via piecewise convolutional neural networks
Daojian Zeng, Kang Liu, Yubo Chen, and Jun Zhao. 2015 · 2015
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Deep semantic ranking based hashing for multi-label image retrieval
Fang Zhao, Yongzhen Huang, Liang Wang, and Tieniu Tan. 2015 · 2015
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Global distant supervision for relation extraction
Xianpei Han and Le Sun. 2016 · 2016
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Neural relation extraction with selective attention over instances
Yankai Lin, Shiqi Shen, Zhiyuan Liu, Huanbo Luan, and Maosong Sun. 2016 · 2016
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Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio. 2014 · 2014
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Relation classification via convolutional deep neural network
Daojian Zeng, Kang Liu, Siwei Lai, Guangyou Zhou, Jun Zhao, et al. 2014 · 2014
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A review on multi-label learning algorithms
Min-Ling Zhang and Zhi-Hua Zhou. 2014 · 2014
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Yann LeCun, Yoshua Bengio, and Geoffrey Hinton. 2015 · 2015
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Effective approaches to attention-based neural machine translation
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Relation classification via multi-level attention cnns
Linlin Wang, Zhu Cao, Gerard de Melo, and Zhiyuan Liu. 2016 · 2016
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Aggregating inter-sentence information to enhance relation extraction
Hao Zheng, Zhoujun Li, Senzhang Wang, Zhao Yan, and Jianshe Zhou. 2016 · 2016
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Attention-based bidirectional long short-term memory networks for relation classification
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