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Many recent works have demonstrated the benefits of knowledge graph embeddings in completing monolingual knowledge graphs.
The general inefficiency of batch training for gradient descent learning
D Randall Wilson and Tony R Martinez · 2003
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Dependency tree kernels for relation extraction
Aron Culotta and Jeffrey Sorensen · 2004
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Exploring various knowledge in relation extraction
Guodong Zhou, Jian Su, Jie Zhang, and Min Zhang · 2005
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A unified architecture for natural language processing: Deep neural networks with multitask learning
Ronan Collobert and Jason Weston · 2008
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Learning structured embeddings of knowledge bases
Antoine Bordes, Jason Weston, Ronan Collobert, and Yoshua Bengio · 2011
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Multilingual schema matching for Wikipedia infoboxes
Thanh Nguyen, Viviane Moreira, Huong Nguyen, Hoa Nguyen, and Juliana Freire · 2011
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Paris: Probabilistic alignment of relations, instances, and schema
Fabian M Suchanek, Serge Abiteboul, Pierre Senellart, and Tom Mitchell · 2011
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Semi-supervised relation extraction with large-scale word clustering
Ang Sun, Ralph Grishman, and Satoshi Sekine · 2011
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Joint learning of words and meaning representations for open-text semantic parsing
Antoine Bordes, Xavier Glorot, Jason Weston, and Yoshua Bengio · 2012
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A latent factor model for highly multi-relational data
Rodolphe Jenatton, Nicolas L Roux, Antoine Bordes, and Guillaume R Obozinski · 2012
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Wikidata: A new platform for collaborative data collection
Denny Vrandečić · 2012
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Linking and extending an open multilingual Wordnet
Francis Bond and Ryan Foster · 2013
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Translating embeddings for modeling multi-relational data
Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, and Oksana Yakhnenko · 2013
Cited alongside, same era.
Exploiting similarities among languages for machine translation
Tomas Mikolov, Quoc V Le, and Ilya Sutskever · 2013
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Cross-lingual entity matching and infobox alignment in Wikipedia
Daniel Rinser, Dustin Lange, Felix Naumann, and Gerhard Weikum · 2013
Cited alongside, same era.
Reasoning with neural tensor networks for knowledge base completion
Richard Socher, Danqi Chen, Christopher D Manning, and Andrew Ng · 2013
Cited alongside, same era.
Conceptnet 5: A large semantic network for relational knowledge
Robert Speer and Catherine Havasi · 2013
Cited alongside, same era.
Connecting language and knowledge bases with embedding models for relation extraction
Jason Weston, Antoine Bordes, Oksana Yakhnenko, and Nicolas Usunier · 2013
Learning entity and relation embeddings for knowledge graph completion
Yankai Lin, Zhiyuan Liu, Maosong Sun, Yang Liu, and Xuan Zhu · 2015
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Yago3: A knowledge base from multilingual Wikipedias
Farzaneh Mahdisoltani, Joanna Biega, Fabian Suchanek, et al · 2015
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Normalized word embedding and orthogonal transform for bilingual word translation
Chao Xing, Dong Wang, Chao Liu, and Yiye Lin · 2015
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Network representation learning with rich text information
Cheng Yang, Zhiyuan Liu, Deli Zhao, Maosong Sun, and Edward Chang · 2015
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Entity matching across heterogeneous sources
Yang Yang, Yizhou Sun, Jie Tang, Bo Ma, and Juanzi Li · 2015
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Aligning knowledge and text embeddings by entity descriptions
Huaping Zhong, Jianwen Zhang, Zhen Wang, Hai Wan, and Zheng Chen · 2015
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Open question answering with weakly supervised embedding models
Antoine Bordes, Jason Weston, and Nicolas Usunier · 2014
Cited alongside, same era.
Improving vector space word representations using multilingual correlation
Manaal Faruqui and Chris Dyer · 2014
Cited alongside, same era.
Exact solutions to the nonlinear dynamics of learning in deep linear neural networks
Andrew M Saxe, James L McClelland, and Surya Ganguli · 2014
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Knowledge graph embedding by translating on hyperplanes
Zhen Wang, Jianwen Zhang, Jianlin Feng, and Zheng Chen · 2014
Cited alongside, same era.
Knowledge graph embedding via dynamic mapping matrix
Guoliang Ji, Shizhu He, Liheng Xu, Kang Liu, and Jun Zhao · 2015
Cited alongside, same era.
Dbpedia–a large-scale, multilingual knowledge base extracted from Wikipedia
Jens Lehmann, Robert Isele, Max Jakob, Anja Jentzsch, et al · 2015
Cited alongside, same era.
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Locally adaptive translation for knowledge graph embedding
Yantao Jia, Yuanzhuo Wang, Hailun Lin, Xiaolong Jin, and Xueqi Cheng · 2016
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Stranse: a novel embedding model of entities and relationships in knowledge bases
Dat Quoc Nguyen, Kairit Sirts, Lizhen Qu, and Mark Johnson · 2016
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Holographic embeddings of knowledge graphs
Maximilian Nickel, Lorenzo Rosasco, Tomaso Poggio, et al · 2016
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Multi-lingual knowledge graph embeddings for cross-lingual knowledge alignment
Muhao Chen, Yingtao Tian, Mohan Yang, and Carlo Zaniolo · 2017
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https://www.wikipedia.org/
Wikipedia, 2017 · 2017
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