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Traditionally, many text-mining tasks treat individual word-tokens as the finest meaningful semantic granularity.
From phoneme to morpheme
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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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Morpho challenge competition 2005–2010: evaluations and results
Mikko Kurimo, Sami Virpioja, Ville Turunen, and Krista Lagus · 2010
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Morphology-based and sub-word language modeling for turkish speech recognition
Haşim Sak, Murat Saraclar, and Tunga Güngör · 2010
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Unsupervised learning of morphology
Harald Hammarström and Lars Borin · 2011
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Ilya Sutskever, James Martens, and Geoffrey E Hinton · 2011
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Mike Schuster and Kaisuke Nakajima · 2012
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Knet: A general framework for learning word embedding using morphological knowledge
Qing Cui, Bin Gao, Jiang Bian, Siyu Qiu, Hanjun Dai, and Tie-Yan Liu · 2015
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Simlex-999: Evaluating semantic models with (genuine) similarity estimation
Felix Hill, Roi Reichart, and Anna Korhonen · 2015
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Bidirectional lstm-crf models for sequence tagging
Zhiheng Huang, Wei Xu, and Kai Yu · 2015
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Maximilian Köper, Christian Scheible, and Sabine Schulte im Walde · 2015
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Problems with evaluation of word embeddings using word similarity tasks
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Better word representations with recursive neural networks for morphology
Thang Luong, Richard Socher, and Christopher Manning · 2013
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Efficient estimation of word representations in vector space
Tomas Mikolov, Kai Chen, Greg Corrado, and Jeffrey Dean · 2013
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Distributed representations of words and phrases and their compositionality
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean · 2013
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Linguistic regularities in continuous space word representations
Tomas Mikolov, Wen-tau Yih, and Geoffrey Zweig · 2013
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Bilingual word embeddings for phrase-based machine translation
Will Y Zou, Richard Socher, Daniel Cer, and Christopher D Manning · 2013
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Co-learning of word representations and morpheme representations
Siyu Qiu, Qing Cui, Jiang Bian, Bin Gao, and Tie-Yan Liu · 2014
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Character-aware neural language models
Yoon Kim, Yacine Jernite, David Sontag, and Alexander M Rush · 2016
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Classification of turkish semantic relation pairs using different sources
Gürkan Sahin · 2016
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Neural machine translation of rare words with subword units
Rico Sennrich, Barry Haddow, and Alexandra Birch · 2016
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Google’s neural machine translation system: Bridging the gap between human and machine translation
Yonghui Wu, Mike Schuster, Zhifeng Chen, Quoc V Le, Mohammad Norouzi, Wolfgang Macherey, Maxim Krikun, Yuan Cao, Qin Gao, Klaus Macherey, et al · 2016
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Enriching word vectors with subword information
Piotr Bojanowski, Edouard Grave, Armand Joulin, and Tomas Mikolov · 2017
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Bag of tricks for efficient text classification
Armand Joulin, Edouard Grave, Piotr Bojanowski, and Tomas Mikolov · 2017
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Semr-11: A multi-lingual gold-standard for semantic similarity and relatedness for eleven languages
Siamak Barzegar, Brian Davis, Manel Zarrouk, Siegfried Handschuh, and André Freitas · 2018
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Entropy-based subword mining with an application to word embeddings
Ahmed El-Kishky, Frank Xu, Aston Zhang, Stephen Macke, and Jiawei Han · 2018
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Anlamver: Semantic model evaluation dataset for turkish-word similarity and relatedness
Gökhan Ercan and Olcay Taner Yıldız · 2018
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Subword regularization: Improving neural network translation models with multiple subword candidates
Taku Kudo · 2018
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