• DocumentCode
    3731331
  • Title

    Recurrent neural network-based language modeling for an automatic Russian speech recognition system

  • Author

    Irina Kipyatkova;Alexey Karpov

  • Author_Institution
    St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences (SPIIRAS), St. Petersburg State University of Aerospace, Instrumentation (SUAI), Russia
  • fYear
    2015
  • Firstpage
    33
  • Lastpage
    38
  • Abstract
    In the paper, we describe a research of recurrent neural network language models for N-best list rescoring for automatic continuous Russian speech recognition. We tried recurrent neural networks with different number of units in the hidden layer. We achieved the relative word error rate reduction of 14% with respect to the baseline 3-gram model.
  • Keywords
    "Artificial neural networks","Computational modeling","History","Speech","Acoustics"
  • Publisher
    ieee
  • Conference_Titel
    Artificial Intelligence and Natural Language and Information Extraction, Social Media and Web Search FRUCT Conference (AINL-ISMW FRUCT), 2015
  • Type

    conf

  • DOI
    10.1109/AINL-ISMW-FRUCT.2015.7382966
  • Filename
    7382966
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=3731331