Publication Details

RNNLM - Recurrent Neural Network Language Modeling Toolkit

MIKOLOV Tomáš, KOMBRINK Stefan, DEORAS Anoop, BURGET Lukáš and ČERNOCKÝ Jan. RNNLM - Recurrent Neural Network Language Modeling Toolkit. In: Proceedings of ASRU 2011. Hilton Waikoloa Village, Big Island, Hawaii: IEEE Signal Processing Society, 2011, pp. 1-4. ISBN 978-1-4673-0366-8.
Czech title
RNNLM - Toolkit pro jazykové modelování pomocí rekurentních neuronových sítí
Type
conference paper
Language
english
Authors
Mikolov Tomáš, Ing. (DCGM FIT BUT)
Kombrink Stefan, Dipl.-Inf -Ling (DCGM FIT BUT)
Deoras Anoop (JHU)
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT)
Černocký Jan, prof. Dr. Ing. (DCGM FIT BUT)
URL
Keywords

neural network, language modeling, speeech recognition

Abstract

This article is about the RNNLM - Recurrent Neural Network Language Modeling Toolkit, which was presented at the poster session of the ASRU 2011 conference.

Annotation

We present a freely available open-source toolkit for training recurrent neural network based language models. It can be easily used to improve existing speech recognition and machine translation systems. Also, it can be used as a baseline for future research of advanced language modeling techniques. In the paper, we discuss optimal parameter selection and different modes of functionality. The toolkit, example scripts and basic setups are freely available at http://rnnlm.sourceforge.net/.

Published
2011
Pages
1-4
Proceedings
Proceedings of ASRU 2011
Conference
IEEE 2011 Workshop on Automatic Speech Recognition and Understanding, Hilton Waikoloa Village Resort, Big Island, Hawaii, US
ISBN
978-1-4673-0366-8
Publisher
IEEE Signal Processing Society
Place
Hilton Waikoloa Village, Big Island, Hawaii, US
BibTeX 
@INPROCEEDINGS{FITPUB10087,
   author = "Tom\'{a}\v{s} Mikolov and Stefan Kombrink and Anoop Deoras and Luk\'{a}\v{s} Burget and Jan \v{C}ernock\'{y}",
   title = "RNNLM - Recurrent Neural Network Language Modeling Toolkit",
   pages = "1--4",
   booktitle = "Proceedings of ASRU 2011",
   year = 2011,
   location = "Hilton Waikoloa Village, Big Island, Hawaii, US",
   publisher = "IEEE Signal Processing Society",
   ISBN = "978-1-4673-0366-8",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10087"
}
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