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A capsule is a group of neurons, whose activity vector represents the instantiation parameters of a specific type of entity.
Freebase: a collaboratively created graph database for structuring human knowledge
Kurt Bollacker, Colin Evans, Praveen Paritosh, Tim Sturge, and Jamie Taylor. 2008 · 2008
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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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Modeling relations and their mentions without labeled text
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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Multi-instance multi-label learning for relation extraction
Mihai Surdeanu, Julie Tibshirani, Ramesh Nallapati, and Christopher D Manning. 2012 · 2012
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba. 2014 · 2014
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Glove: Global vectors for word representation
Jeffrey Pennington, Richard Socher, and Christopher Manning. 2014 · 2014
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Relation classification via convolutional deep neural network
Daojian Zeng, Kang Liu, Siwei Lai, Guangyou Zhou, and Jun Zhao. 2014 · 2014
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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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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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Tensorflow: A system for large-scale machine learning
Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, et al. 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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Attention-based bidirectional long short-term memory networks for relation classification
Peng Zhou, Wei Shi, Jun Tian, Zhenyu Qi, Bingchen Li, Hongwei Hao, and Bo Xu. 2016 · 2016
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Effective deep memory networks for distant supervised relation extraction
Xiaocheng Feng, Jiang Guo, Bing Qin, Ting Liu, and Yongjie Liu. 2017 · 2017
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Jointly extracting relations with class ties via effective deep ranking
Hai Ye, Wenhan Chao, Zhunchen Luo, and Zhoujun Li. 2017 · 2017
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Information aggregation via dynamic routing for sequence encoding
Jingjing Gong, Xipeng Qiu, Shaojing Wang, and Xuanjing Huang. 2018 · 2018
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See: Syntax-aware entity embedding for neural relation extraction
Zhengqiu He, Wenliang Chen, Zhenghua Li, Meishan Zhang, Wei Zhang, and Min Zhang. 2018 · 2018
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Matrix capsules with em routing
Geoffrey Hinton, Nicholas Frosst, and Sara Sabour. 2018 · 2018
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Improving distantly supervised relation extraction using word and entity based attention
Sharmistha Jat, Siddhesh Khandelwal, and Partha Talukdar. 2018 · 2018
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Zhouhan Lin, Minwei Feng, Cicero Nogueira dos Santos, Mo Yu, Bing Xiang, Bowen Zhou, and Yoshua Bengio. 2017 · 2017
Cited alongside, same era.
Cross-sentence n-ary relation extraction with graph lstms
Nanyun Peng, Hoifung Poon, Chris Quirk, Kristina Toutanova, and Wen-tau Yih. 2017 · 2017
Cited alongside, same era.
Dynamic routing between capsules
Sara Sabour, Nicholas Frosst, and Geoffrey E Hinton. 2017 · 2017
Cited alongside, same era.
Context-aware representations for knowledge base relation extraction
Daniil Sorokin and Iryna Gurevych. 2017 · 2017
Cited alongside, same era.
Label-free distant supervision for relation extraction via knowledge graph embedding
Guanying Wang, Ruoxu Wang, and Huajun Chen. 2018a · 2018
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Sentiment analysis by capsules
Yequan Wang, Aixin Sun, Jialong Han, Ying Liu, and Xiaoyan Zhu. 2018b · 2018
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Ensemble neural relation extraction with adaptive boosting
Dongdong Yang, Senzhang Wang, and Zhoujun Li. 2018 · 2018
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Investigating capsule networks with dynamic routing for text classification
Wei Zhao, Jianbo Ye, Min Yang, Zeyang Lei, Suofei Zhang, and Zhou Zhao. 2018 · 2018
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