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A fundamental advantage of neural models for NLP is their ability to learn representations from scratch.
Learning representations by back-propagating errors
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Reducing workload in systematic review preparation using automated citation classification
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Hash kernels for structured data
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Feature hashing for large scale multitask learning
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Sentiwordnet 3.0: An enhanced lexical resource for sentiment analysis and opinion mining
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Semi-automated screening of biomedical citations for systematic reviews
Byron C Wallace, Thomas A Trikalinos, Joseph Lau, Carla Brodley, and Christopher H Schmid. 2010 · 2010
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Natural language processing (almost) from scratch
Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel Kuksa. 2011 · 2011
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Biomarkers for Assessing and Managing Iron Deficiency Anemia in Late-Stage Chronic Kidney Disease
Mei Chung, Denish Moorthy, Nira Hadar, Priyanka Salvi, Ramon C Iovin, and Joseph Lau. 2012 · 2012
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Convolutional neural networks for sentence classification
Yoon Kim. 2014 · 2014
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Rc-net: A general framework for incorporating knowledge into word representations
Chang Xu, Yalong Bai, Jiang Bian, Bin Gao, Gang Wang, Xiaoguang Liu, and Tie-Yan Liu. 2014 · 2014
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Linguistic structured sparsity in text categorization
Dani Yogatama and Noah A Smith. 2014 · 2014
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Improving lexical embeddings with semantic knowledge
Mo Yu and Mark Dredze. 2014 · 2014
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Compressing neural networks with the hashing trick
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Graph-sparse lda: A topic model with structured sparsity
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Testing of cyp2c19 variants and platelet reactivity for guiding antiplatelet treatment
Issa J Dahabreh, Denish Moorthy, Jenny L Lamont, Minghua L Chen, David M Kent, and Joseph Lau. 2013 · 2013
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Efficient estimation of word representations in vector space
Tomas Mikolov, Kai Chen, Greg Corrado, and Jeffrey Dean. 2013 · 2013
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Retrofitting word vectors to semantic lexicons
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Rationale-augmented convolutional neural networks for text classification
Ye Zhang, Iain Marshall, and Byron C Wallace. 2016a
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Mgnc-cnn: A simple approach to exploiting multiple word embeddings for sentence classification
Ye Zhang, Stephen Roller, and Byron Wallace. 2016b
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Finale Doshi-Velez, Byron C Wallace, and Ryan Adams. 2015 · 2015
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Song Han, Huizi Mao, and William J Dally. 2015 · 2015
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Ye Zhang and Byron C Wallace. 2015 · 2015
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A primer on neural network models for natural language processing
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Retrofitting word vectors of mesh terms to improve semantic similarity measures
Zhiguo Yu, Trevor Cohen, Elmer V Bernstam, and Byron C Wallace. 2016 · 2016
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