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Entity linking - connecting entity mentions in a natural language utterance to knowledge graph (KG) entities is a crucial step for question answering over KGs.
A neural probabilistic language model
Yoshua Bengio, Réjean Ducharme, Pascal Vincent, and Christian Jauvin. 2003 · 2003
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A unified architecture for natural language processing: Deep neural networks with multitask learning
Ronan Collobert and Jason Weston. 2008 · 2008
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Translating embeddings for modeling multi-relational data
Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, and Oksana Yakhnenko. 2013 · 2013
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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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Wikidata: a free collaborative knowledge base
Denny Vrandečić and Markus Krötzsch. 2014 · 2014
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Large-scale simple question answering with memory networks
Antoine Bordes, Nicolas Usunier, Sumit Chopra, and Jason Weston. 2015 · 2015
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Low resource dependency parsing: Cross-lingual parameter sharing in a neural network parser
Long Duong, Trevor Cohn, Steven Bird, and Paul Cook. 2015 · 2015
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Dbpedia–a large-scale, multilingual knowledge base extracted from wikipedia
Jens Lehmann, Robert Isele, Max Jakob, Anja Jentzsch, Dimitris Kontokostas, Pablo N Mendes, Sebastian Hellmann, Mohamed Morsey, Patrick Van Kleef, Sören Auer, et al. 2015 · 2015
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Cfo: Conditional focused neural question answering with large-scale knowledge bases
Zihang Dai, Lei Li, and Wei Xu. 2016 · 2016
Cited alongside, same era.
Character-level question answering with attention
Xiaodong He and David Golub. 2016 · 2016
Cited alongside, same era.
Categorical reparameterization with gumbel-softmax
Eric Jang, Shixiang Gu, and Ben Poole. 2016 · 2016
Cited alongside, same era.
6th open challenge on question answering over linked data (qald-6)
Christina Unger, Axel-Cyrille Ngonga Ngomo, and Elena Cabrio. 2016 · 2016
Cited alongside, same era.
Question answering on freebase via relation extraction and textual evidence
Kun Xu, Siva Reddy, Yansong Feng, Songfang Huang, and Dongyan Zhao. 2016 · 2016
Cited alongside, same era.
Simple question answering by attentive convolutional neural network
7th open challenge on question answering over linked data (qald-7)
Ricardo Usbeck, Axel-Cyrille Ngonga Ngomo, Bastian Haarmann, Anastasia Krithara, Michael Röder, and Giulio Napolitano. 2017 · 2017
Later among the works it cites.
Improved neural relation detection for knowledge base question answering
Mo Yu, Wenpeng Yin, Kazi Saidul Hasan, Cicero dos Santos, Bing Xiang, and Bowen Zhou. 2017 · 2017
Later among the works it cites.
Convolutional 2d knowledge graph embeddings
Tim Dettmers, Minervini Pasquale, Stenetorp Pontus, and Sebastian Riedel. 2018 · 2018
Later among the works it cites.
Strong baselines for simple question answering over knowledge graphs with and without neural networks
Salman Mohammed, Peng Shi, and Jimmy Lin. 2018 · 2018
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Simplequestions nearly solved: A new upperbound and baseline approach
Michael Petrochuk and Luke Zettlemoyer. 2018 · 2018
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Wenpeng Yin, Mo Yu, Bing Xiang, Bowen Zhou, and Hinrich Schütze. 2016 · 2016
Cited alongside, same era.
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
Cited alongside, same era.
Question answering benchmarks for wikidata
Dennis Diefenbach, Thomas Tanon, Kamal Singh, and Pierre Maret. 2017 · 2017
Cited alongside, same era.
Neural network-based question answering over knowledge graphs on word and character level
Denis Lukovnikov, Asja Fischer, Jens Lehmann, and Sören Auer. 2017 · 2017
Cited alongside, same era.
Efficient estimation of word representations in vector space
Tomas Mikolov, Kai Chen, Greg Corrado, and Jeffrey Dean. 2013a
Cited in the paper.
Distributed representations of words and phrases and their compositionality
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean. 2013b
Cited in the paper.
Modeling relational data with graph convolutional networks
Michael Schlichtkrull, Thomas N Kipf, Peter Bloem, Rianne Van Den Berg, Ivan Titov, and Max Welling. 2018 · 2018
Later among the works it cites.
8th challenge on question answering over linked data (qald-8)
Ricardo Usbeck, Axel-Cyrille Ngonga Ngomo, Felix Conrads, Michael Röder, and Giulio Napolitano. 2018 · 2018
Later among the works it cites.
Knowledge graph embedding based question answering
Xiao Huang, Jingyuan Zhang, Dingcheng Li, and Ping Li. 2019 · 2019
Later among the works it cites.
Farewell freebase: Migrating the simplequestions dataset to dbpedia
Michael Azmy, Peng Shi, Jimmy Lin, and Ihab Ilyas. 2018 · 2093
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