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21
Universal Dependencies 2.3
Nivre, Joakim; Abrams, Mitchell; Agić, Željko. - : Universal Dependencies Consortium, 2018
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22
Universal Dependencies 2.2
Nivre, Joakim; Abrams, Mitchell; Agić, Željko. - : Universal Dependencies Consortium, 2018
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23
Czech image captioning, machine translation, and sentiment analysis (Neural Monkey models)
Libovický, Jindřich; Rosa, Rudolf; Helcl, Jindřich. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2018
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24
Training Tips for the Transformer Model
In: Prague Bulletin of Mathematical Linguistics , Vol 110, Iss 1, Pp 43-70 (2018) (2018)
Abstract: This article describes our experiments in neural machine translation using the recent Tensor2Tensor framework and the Transformer sequence-to-sequence model (Vaswani et al., 2017). We examine some of the critical parameters that affect the final translation quality, memory usage, training stability and training time, concluding each experiment with a set of recommendations for fellow researchers. In addition to confirming the general mantra “more data and larger models”, we address scaling to multiple GPUs and provide practical tips for improved training regarding batch size, learning rate, warmup steps, maximum sentence length and checkpoint averaging. We hope that our observations will allow others to get better results given their particular hardware and data constraints.
Keyword: Computational linguistics. Natural language processing; P98-98.5
URL: https://doi.org/10.2478/pralin-2018-0002
https://doaj.org/article/1635d185bebf4ceda1ed71b5beba511d
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25
Universal Dependencies 2.1
In: https://hal.inria.fr/hal-01682188 ; 2017 (2017)
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26
Universal Dependencies 2.0 alpha (obsolete)
Nivre, Joakim; Agić, Željko; Ahrenberg, Lars. - : Universal Dependencies Consortium, 2017
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27
CoNLL 2017 Shared Task System Outputs
Zeman, Daniel; Potthast, Martin; Straka, Milan. - : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2017
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28
Universal Dependencies 2.0
Nivre, Joakim; Agić, Željko; Ahrenberg, Lars. - : Universal Dependencies Consortium, 2017
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29
Universal Dependencies 2.0 – CoNLL 2017 Shared Task Development and Test Data
Nivre, Joakim; Agić, Željko; Ahrenberg, Lars. - : Universal Dependencies Consortium, 2017
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30
Universal Dependencies 2.1
Nivre, Joakim; Agić, Željko; Ahrenberg, Lars. - : Universal Dependencies Consortium, 2017
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31
CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies
Çöltekin, Çağrı; Kayadelen, Tolga; Droganova, Kira. - : Association for Computational Linguistics, 2017. : country:USA, 2017. : place:Stroudsburg, PA, 2017
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32
Findings of the 2016 Conference on Machine Translation
Bojar, Ondřej [Verfasser]; Chatterjee, Rajen [Verfasser]; Federmann, Christian [Verfasser]. - Aachen : Universitätsbibliothek der RWTH Aachen, 2016
DNB Subject Category Language
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33
CzEng 1.6: Enlarged Czech-English Parallel Corpus with Processing Tools Dockered
Bojar, Ondřej [Verfasser]; Dušek, Ondřej [Verfasser]; Kocmi, Tom [Verfasser]. - Aachen : Universitätsbibliothek der RWTH Aachen, 2016
DNB Subject Category Language
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34
Universal Dependencies 1.4
Nivre, Joakim; Agić, Željko; Ahrenberg, Lars. - : Universal Dependencies Consortium, 2016
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35
Universal Dependencies 1.3
Nivre, Joakim; Agić, Željko; Ahrenberg, Lars. - : Universal Dependencies Consortium, 2016
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36
QTLeap WSD/NED corpus
Agirre, Eneko; Branco, António; Popel, Martin. - : University of the Basque Country, UPV/EHU, 2015. : Faculty of Science, Univeristy of Lisbon, FCUL, 2015. : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2015. : Bulgarian Academy of Sciences, IICT-BAS, 2015
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37
HamleDT 3.0
Zeman, Daniel; Mareček, David; Mašek, Jan. - : Charles University, 2015
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38
Europarl QTLeap WSD/NED corpus
Agirre, Eneko; Branco, António; Popel, Martin. - : University of the Basque Country, UPV/EHU, 2015. : Faculty of Science, Univeristy of Lisbon, FCUL, 2015. : Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL), 2015. : Bulgarian Academy of Sciences, IICT-BAS, 2015
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39
Universal Dependencies 1.2
Nivre, Joakim; Agić, Željko; Aranzabe, Maria Jesus. - : Universal Dependencies Consortium, 2015
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40
MT-ComparEval: Graphical evaluation interface for Machine Translation development
In: Prague Bulletin of Mathematical Linguistics , Vol 104, Iss 1, Pp 63-74 (2015) (2015)
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