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@article{collobert2011natural,
title={Natural language processing (almost) from scratch},
author={Collobert, Ronan and Weston, Jason and Bottou, L{\'e}on and aKrlen, Michael and Kavukcuoglu, Koray and Kuksa, Pavel},
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pages={2493--2537},
year={2011},
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title={Part-of-speech tagging guidelines for the Penn Treebank Project (3rd revision)},
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pages={90--94},
year={2012},
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}
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title={A maximum entropy approach to natural language processing},
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booktitle={Neural Networks: Tricks of the Trade},
pages={421--436},
year={2012},
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}
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title={Machine learning: a probabilistic perspective},
author={Murphy, Kevin P},
year={2012},
publisher={MIT press}
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@inproceedings{DBLP:conf/acl/KalchbrennerGB14,
author = {Nal Kalchbrenner and
Edward Grefenstette and
Phil Blunsom},
title = {A Convolutional Neural Network for Modelling Sentences},
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Linguistics, {ACL} 2014, June 22-27, 2014, Baltimore, MD, USA, Volume
1: Long Papers},
pages = {655--665},
year = {2014},
url = {http://aclweb.org/anthology/P/P14/P14-1062.pdf},
timestamp = {Mon, 28 Jul 2014 19:09:09 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/acl/KalchbrennerGB14},
bibsource = {dblp computer science bibliography, http://dblp.org}
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@inproceedings{DBLP:conf/emnlp/Kim14,
author = {Yoon Kim},
title = {Convolutional Neural Networks for Sentence Classification},
booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2014, October 25-29, 2014, Doha, Qatar,
{A} meeting of SIGDAT, a Special Interest Group of the {ACL}},
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year = {2014},
url = {http://aclweb.org/anthology/D/D14/D14-1181.pdf},
timestamp = {Sat, 15 Nov 2014 14:45:18 +0100},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/emnlp/Kim14},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@article{manning2016computational,
title={Computational Linguistics and Deep Learning},
author={Manning, Christopher D},
journal={Computational Linguistics},
year={2016},
publisher={MIT Press},
pages = {1},
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}
@article{mikolovchen,
author = {Tomas Mikolov and
Kai Chen and
Greg Corrado and
Jeffrey Dean},
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@inproceedings{mnihhinton,
author = {Andriy Mnih and
Geoffrey E. Hinton},
title = {A Scalable Hierarchical Distributed Language Model},
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of the Twenty-Second Annual Conference on Neural Information Processing
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crossref = {DBLP:conf/nips/2008},
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biburl = {http://dblp.uni-trier.de/rec/bib/conf/nips/MnihH08},
bibsource = {dblp computer science bibliography, http://dblp.org}
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@article{ChenG99,
author = {Stanley F. Chen and
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bibsource = {dblp computer science bibliography, http://dblp.org}
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@inproceedings{heafield2011kenlm,
title={KenLM: Faster and smaller language model queries},
author={Heafield, Kenneth},
booktitle={Proceedings of the Sixth Workshop on Statistical Machine Translation},
pages={187--197},
year={2011},
url={http://www.aclweb.org/anthology/W11-21#page=209},
organization={Association for Computational Linguistics}
}
@inproceedings{MnihT12,
author = {Andriy Mnih and
Yee Whye Teh},
title = {A fast and simple algorithm for training neural probabilistic language
models},
booktitle = {Proceedings of the 29th International Conference on Machine Learning,
{ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
year = {2012},
crossref = {DBLP:conf/icml/2012},
url = {https://www.cs.toronto.edu/~amnih/papers/ncelm.pdf},
timestamp = {Fri, 25 Jan 2013 09:27:52 +0100},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/icml/MnihT12},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@inproceedings{DBLP:conf/eccv/ZeilerF14,
author = {Matthew D. Zeiler and
Rob Fergus},
title = {Visualizing and Understanding Convolutional Networks},
booktitle = {Computer Vision - {ECCV} 2014 - 13th European Conference, Zurich,
Switzerland, September 6-12, 2014, Proceedings, Part {I}},
pages = {818--833},
year = {2014},
crossref = {DBLP:conf/eccv/2014-1},
url = {http://dx.doi.org/10.1007/978-3-319-10590-1_53},
doi = {10.1007/978-3-319-10590-1_53},
timestamp = {Tue, 09 Sep 2014 14:57:16 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/eccv/ZeilerF14},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@article{DBLP:journals/corr/ChungGCB14,
author = {Junyoung Chung and
{\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
KyungHyun Cho and
Yoshua Bengio},
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Modeling},
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@article{DBLP:journals/corr/SrivastavaGS15,
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Klaus Greff and
J{\"{u}}rgen Schmidhuber},
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year = {2015},
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@article{DBLP:journals/neco/HochreiterS97,
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J{\"{u}}rgen Schmidhuber},
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@inproceedings{DBLP:conf/icml/JozefowiczZS15,
author = {Rafal J{\'{o}}zefowicz and
Wojciech Zaremba and
Ilya Sutskever},
title = {An Empirical Exploration of Recurrent Network Architectures},
booktitle = {Proceedings of the 32nd International Conference on Machine Learning,
{ICML} 2015, Lille, France, 6-11 July 2015},
pages = {2342--2350},
year = {2015},
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url = {http://jmlr.org/proceedings/papers/v37/jozefowicz15.html},
timestamp = {Sun, 05 Jul 2015 19:10:23 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/icml/JozefowiczZS15},
bibsource = {dblp computer science bibliography, http://dblp.org}
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@article{DBLP:journals/corr/KarpathyJL15,
author = {Andrej Karpathy and
Justin Johnson and
Fei{-}Fei Li},
title = {Visualizing and Understanding Recurrent Networks},
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volume = {abs/1506.02078},
year = {2015},
url = {http://arxiv.org/abs/1506.02078},
timestamp = {Wed, 01 Jul 2015 15:10:24 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/journals/corr/KarpathyJL15},
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@article{DBLP:journals/cogsci/Elman90,
author = {Jeffrey L. Elman},
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@phdthesis{tomavs2012statistical,
title={Statistical language models based on neural networks},
author={Tom{\'a}{\v{s}}, Mikolov},
year={2012},
school={PhD thesis, Brno University of Technology. 2012.[PDF]}
}
@inproceedings{DBLP:conf/icann/GravesFS05,
author = {Alex Graves and
Santiago Fern{\'{a}}ndez and
J{\"{u}}rgen Schmidhuber},
title = {Bidirectional {LSTM} Networks for Improved Phoneme Classification
and Recognition},
booktitle = {Artificial Neural Networks: Formal Models and Their Applications -
{ICANN} 2005, 15th International Conference, Warsaw, Poland, September
11-15, 2005, Proceedings, Part {II}},
pages = {799--804},
year = {2005},
crossref = {DBLP:conf/icann/2005-2},
url = {http://dx.doi.org/10.1007/11550907_126},
doi = {10.1007/11550907_126},
timestamp = {Mon, 05 Sep 2005 11:11:56 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/icann/GravesFS05},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@inproceedings{DBLP:conf/nips/MnihK13,
author = {Andriy Mnih and
Koray Kavukcuoglu},
title = {Learning word embeddings efficiently with noise-contrastive estimation},
booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual
Conference on Neural Information Processing Systems 2013. Proceedings
of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States.},
pages = {2265--2273},
year = {2013},
crossref = {DBLP:conf/nips/2013},
url = {http://papers.nips.cc/paper/5165-learning-word-embeddings-efficiently-with-noise-contrastive-estimation},
timestamp = {Fri, 31 Jan 2014 12:11:40 +0100},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/nips/MnihK13},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@inproceedings{collins2002discriminative,
title={Discriminative training methods for hidden markov models: Theory and experiments with perceptron algorithms},
author={Collins, Michael},
booktitle={Proceedings of the ACL-02 conference on Empirical methods in natural language processing-Volume 10},
pages={1--8},
year={2002},
organization={Association for Computational Linguistics}
}
@inproceedings{ratnaparkhi1996maximum,
title={A maximum entropy model for part-of-speech tagging},
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organization={Philadelphia, USA}
}
@inproceedings{DBLP:conf/icml/LaffertyMP01,
author = {John D. Lafferty and
Andrew McCallum and
Fernando C. N. Pereira},
title = {Conditional Random Fields: Probabilistic Models for Segmenting and
Labeling Sequence Data},
booktitle = {Proceedings of the Eighteenth International Conference on Machine
Learning {(ICML} 2001), Williams College, Williamstown, MA, USA, June
28 - July 1, 2001},
pages = {282--289},
year = {2001},
crossref = {DBLP:conf/icml/2001},
timestamp = {Wed, 27 Nov 2002 10:53:35 +0100},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/icml/LaffertyMP01},
bibsource = {dblp computer science bibliography, http://dblp.org}
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title={Statistical inference for probabilistic functions of finite state Markov chains},
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@inproceedings{DBLP:conf/nips/SutskeverVL14,
author = {Ilya Sutskever and
Oriol Vinyals and
Quoc V. Le},
title = {Sequence to Sequence Learning with Neural Networks},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {3104--3112},
year = {2014},
crossref = {DBLP:conf/nips/2014},
url = {http://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks},
timestamp = {Wed, 10 Dec 2014 21:34:12 +0100},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/nips/SutskeverVL14},
bibsource = {dblp computer science bibliography, http://dblp.org}
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@article{DBLP:journals/corr/BahdanauCB14,
author = {Dzmitry Bahdanau and
Kyunghyun Cho and
Yoshua Bengio},
title = {Neural Machine Translation by Jointly Learning to Align and Translate},
journal = {CoRR},
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year = {2014},
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biburl = {http://dblp.uni-trier.de/rec/bib/journals/corr/BahdanauCB14},
bibsource = {dblp computer science bibliography, http://dblp.org}
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@article{DBLP:journals/coling/BrownPPM94,
author = {Peter F. Brown and
Stephen Della Pietra and
Vincent J. Della Pietra and
Robert L. Mercer},
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@inproceedings{DBLP:conf/acl/PapineniRWZ02,
author = {Kishore Papineni and
Salim Roukos and
Todd Ward and
Wei{-}Jing Zhu},
title = {Bleu: a Method for Automatic Evaluation of Machine Translation},
booktitle = {Proceedings of the 40th Annual Meeting of the Association for Computational
j Linguistics, July 6-12, 2002, Philadelphia, PA, {USA.}},
pages = {311--318},
year = {2002},
crossref = {DBLP:conf/acl/2002},
url = {http://www.aclweb.org/anthology/P02-1040.pdf},
timestamp = {Fri, 23 Dec 2011 14:54:24 +0100},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/acl/PapineniRWZ02},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@inproceedings{DBLP:conf/uai/ZettlemoyerC05,
author = {Luke S. Zettlemoyer and
Michael Collins},
title = {Learning to Map Sentences to Logical Form: Structured Classification
with Probabilistic Categorial Grammars},
booktitle = {{UAI} '05, Proceedings of the 21st Conference in Uncertainty in Artificial
Intelligence, Edinburgh, Scotland, July 26-29, 2005},
pages = {658--666},
year = {2005},
crossref = {DBLP:conf/uai/2005},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1&smnu=2&article_id=1209&proceeding_id=21},
timestamp = {Wed, 06 May 2015 15:02:54 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/uai/ZettlemoyerC05},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@article{DBLP:journals/aim/FerrucciBCFGKLMNPSW10,
author = {David A. Ferrucci and
Eric W. Brown and
Jennifer Chu{-}Carroll and
James Fan and
David Gondek and
Aditya Kalyanpur and
Adam Lally and
J. William Murdock and
Eric Nyberg and
John M. Prager and
Nico Schlaefer and
Christopher A. Welty},
title = {Building Watson: An Overview of the DeepQA Project},
journal = {{AI} Magazine},
volume = {31},
number = {3},
pages = {59--79},
year = {2010},
url = {http://www.aaai.org/ojs/index.php/aimagazine/article/view/2303},
timestamp = {Thu, 06 Sep 2012 10:04:00 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/journals/aim/FerrucciBCFGKLMNPSW10},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@article{DBLP:journals/corr/BordesUCW15,
author = {Antoine Bordes and
Nicolas Usunier and
Sumit Chopra and
Jason Weston},
title = {Large-scale Simple Question Answering with Memory Networks},
journal = {CoRR},
volume = {abs/1506.02075},
year = {2015},
url = {http://arxiv.org/abs/1506.02075},
timestamp = {Wed, 01 Jul 2015 15:10:24 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/journals/corr/BordesUCW15},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@inproceedings{DBLP:conf/nips/HermannKGEKSB15,
author = {Karl Moritz Hermann and
Tom{\'{a}}s Kocisk{\'{y}} and
Edward Grefenstette and
Lasse Espeholt and
Will Kay and
Mustafa Suleyman and
Phil Blunsom},
title = {Teaching Machines to Read and Comprehend},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {1693--1701},
year = {2015},
crossref = {DBLP:conf/nips/2015},
url = {http://papers.nips.cc/paper/5945-teaching-machines-to-read-and-comprehend},
timestamp = {Fri, 08 Apr 2016 19:32:52 +0200},
biburl = {http://dblp.uni-trier.de/rec/bib/conf/nips/HermannKGEKSB15},
bibsource = {dblp computer science bibliography, http://dblp.org}
}
@article{silver2016mastering,
title={Mastering the game of Go with deep neural networks and tree search},
author={Silver, David and Huang, Aja and Maddison, Chris J and Guez, Arthur and Sifre, Laurent and van den Driessche, George and Schrittwieser, Julian and Antonoglou, Ioannis and Panneershelvam, Veda and Lanctot, Marc and others},
journal={Nature},
volume={529},
number={7587},
pages={484--489},
year={2016},
publisher={Nature Publishing Group}
}