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Programmers make rich use of natural language in the source code they write through identifiers and comments.
Trans. Sig. Proc
M. Schuster & K.K. Paliwal (1997): Bidirectional Recurrent Neural Networks · 1997
Earlier work this paper cites.
MIT Press, 10.1017/S1351324902212851
Christopher D. Manning & Hinrich Schütze (1999): Foundations of Statistical Natural Language Processing · 1999
Earlier work this paper cites.
In: EACL
Philipp Koehn & Kevin Knight (2003): Empirical Methods for Compound Splitting · 2003
Earlier work this paper cites.
In: ICPC
D. Lawrie, C. Morrell, H. Feild & D. Binkley (2006): What’s in a Name? A Study of Identifiers · 2006
Cited alongside, same era.
Ph.D. thesis, Technical University Munich, 10.1007/978-3-642-24797-2
Alex Graves (2008): Supervised sequence labelling with recurrent neural networks · 2008
Cited alongside, same era.
In: ICSE
Abram Hindle, Earl T. Barr, Zhendong Su, Mark Gabel & Premkumar Devanbu (2012): On the Naturalness of Software · 2012
Cited alongside, same era.
blog.sourced.tech/post/id2vec/
blog.sourced.tech/post/id2vec
Cited in the paper.
github.com/bblfsh
github.com/bblfsh
Cited in the paper.
github.com/src-d/datasets/tree/master/Identifiers
github.com/src-d/datasets/tree/master/Identifiers
Cited in the paper.
wikiwand.com/en/Naming_convention_(programming)
Naming convention (programming)
Cited in the paper.
pygments.org/
Pygments - generic syntax highlighter
Cited in the paper.
github.com/src-d/engine
src-d/engine
Cited in the paper.
tensorflow.org
Martín Abadi et al.: TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems
Cited in the paper.
github.com/keredson/wordninja
Derek Anderson: keredson/wordninja
Cited in the paper.
keras.io
François Chollet et al.: Keras
Cited in the paper.
In: CVPR
Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke & Andrew Rabinovich (2015): Going Deeper with Convolutions · 2015
Later among the works it cites.
Proc. ACM Program. Lang
Cristina V. Lopes, Petr Maj, Pedro Martins, Vaibhav Saini, Di Yang, Jakub Zitny, Hitesh Sajnani & Jan Vitek (2017): DéJà Vu: A Map of Code Duplicates on GitHub · 2017
Later among the works it cites.
In: ICSE
Trong Duc Nguyen, Anh Tuan Nguyen, Hung Dang Phan & Tien N. Nguyen (2017): Exploring API Embedding for API Usages and Applications · 2017
Later among the works it cites.
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