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This paper focuses on how to take advantage of external knowledge bases (KBs) to improve recurrent neural networks for machine reading.
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Connecting language and knowledge bases with embedding models for relation extraction
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Kai-Wei Chang, Wen-tau Yih, Bishan Yang, and Christopher Meek. 2014 · 2014
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Kyunghyun Cho, Bart Van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio. 2014 · 2014
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Greg Durrett and Dan Klein. 2014 · 2014
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Matt Gardner, Partha Pratim Talukdar, Jayant Krishnamurthy, and Tom Mitchell. 2014 · 2014
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Representing text for joint embedding of text and knowledge bases
Kristina Toutanova, Danqi Chen, Patrick Pantel, Pallavi Choudhury, and Michael Gamon. 2015 · 2015
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John Wieting, Mohit Bansal, Kevin Gimpel, and Karen Livescu. 2015 · 2015
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Show, attend and tell: Neural image caption generation with visual attention
Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhutdinov, Richard S Zemel, and Yoshua Bengio. 2015 · 2015
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Embedding entities and relations for learning and inference in knowledge bases
Bishan Yang, Wen-tau Yih, Xiaodong He, Jianfeng Gao, and Li Deng. 2015 · 2015
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End-to-end learning of semantic role labeling using recurrent neural networks
Jie Zhou and Wei Xu. 2015 · 2015
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A thorough examination of the cnn/daily mail reading comprehension task
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Named entity recognition with bidirectional lstm-cnns
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Neural architectures for named entity recognition
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End-to-end sequence labeling via bi-directional lstm-cnns-crf
Xuezhe Ma and Eduard Hovy. 2016 · 2016
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Key-value memory networks for directly reading documents
Alexander Miller, Adam Fisch, Jesse Dodge, Amir-Hossein Karimi, Antoine Bordes, and Jason Weston. 2016 · 2016
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End-to-end relation extraction using lstms on sequences and tree structures
Makoto Miwa and Mohit Bansal. 2016 · 2016
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Joint event extraction via recurrent neural networks
Thien Huu Nguyen, Kyunghyun Cho, and Ralph Grishman. 2016 · 2016
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VerbKB: A Knowledge Base of Verbs for Natural Language Understanding
Derry Tanti Wijaya. 2016 · 2016
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Bishan Yang and Tom Mitchell. 2016 · 2016
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Knowing when to look: Adaptive attention via a visual sentinel for image captioning
Jiasen Lu, Caiming Xiong, Devi Parikh, and Richard Socher. 2017 · 2017
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