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For those languages which use it, capitalization is an important signal for the fundamental NLP tasks of Named Entity Recognition (NER) and Part of Speech (POS) tagging.
Building a large annotated corpus of English: The Penn Treebank
Mitchell P. Marcus, Beatrice Santorini, and Mary Ann Marcinkiewicz. 1993 · 1993
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Capitalization recovery for text
Eric W Brown and Anni R Coden. 2001 · 2001
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Teaching a weaker classifier: Named entity recognition on upper case text
Hai Leong Chieu and Hwee Tou Ng. 2002 · 2002
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tRuEasIng
Lucian Vlad Lita, Abe Ittycheriah, Salim Roukos, and Nanda Kambhatla. 2003 · 2003
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Introduction to the conll-2003 shared task: Language-independent named entity recognition
Erik F Tjong Kim Sang and Fien De Meulder. 2003 · 2003
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Capitalizing machine translation
Wei Wang, Kevin Knight, and Daniel Marcu. 2006 · 2006
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Restoring punctuation and capitalization in transcribed speech
Agustin Gravano, Martin Jansche, and Michiel Bacchiani. 2009 · 2009
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Learning to simplify sentences using Wikipedia
Will Coster and David Kauchak. 2011 · 2011
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The Stanford CoreNLP natural language processing toolkit
Christopher D. Manning, Mihai Surdeanu, John Bauer, Jenny Finkel, Steven J. Bethard, and David McClosky. 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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Finding function in form: Compositional character models for open vocabulary word representation
Wang Ling, Chris Dyer, Alan W Black, Isabel Trancoso, Ramón Fermandez, Silvio Amir, Luís Marujo, and Tiago Luís. 2015 · 2015
Cited alongside, same era.
Restoring capitalization in# tweets
Kamel Nebhi, Kalina Bontcheva, and Genevieve Gorrell. 2015 · 2015
Broad twitter corpus: A diverse named entity recognition resource
Leon Derczynski, Kalina Bontcheva, and Ian Roberts. 2016 · 2016
Later among the works it cites.
End-to-end sequence labeling via bi-directional LSTM-CNNs-CRF
Xuezhe Ma and Eduard Hovy. 2016 · 2016
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AllenNLP: A deep semantic natural language processing platform
Matt Gardner, Joel Grus, Mark Neumann, Oyvind Tafjord, Pradeep Dasigi, Nelson F. Liu, Matthew Peters, Michael Schmitz, and Luke Zettlemoyer. 2018 · 2018
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Deep contextualized word representations
Matthew Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, and Luke Zettlemoyer. 2018 · 2018
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BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Learning to capitalize with character-level recurrent neural networks: An empirical study
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Cited alongside, same era.
Raymond Hendy Susanto, Hai Leong Chieu, and Wei Lu. 2016 · 2095
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