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Language models for spontaneous speech recognition

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F15%3A00230233" target="_blank" >RIV/68407700:21230/15:00230233 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Language models for spontaneous speech recognition

  • Original language description

    The paper presents the creation of n-gram Language Models (LMs) for the purposes of spontaneous speech recognition with the special focus on the recognition performed with the data from the Nijmegen Corpus of Casual Czech (NCCCz). Required LMs which cover spontaneous or casual speech re- spectively were created using the data available in the col- lected corpus NCCCz. These models were combined with a general model built on the basis Czech National Corpus. The creation of LMs, their adaptation to specific thematic do- main (casual speech) were created using SRILM toolkit. The quality of created LMs was measured on the basis Perplex- ity and Out-Of-Vocabulary words at the text level, same as they was used within the automatic speech recognition and theachieved Word Error Rates are also presented. The study shows that created LMs were suitable for given purpose and achieved results were related to other works presenting the spontaneous speech recognition.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JA - Electronics and optoelectronics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2015

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the 19th International Scientific Student Conferenece POSTER 2015

  • ISBN

    978-80-01-05499-4

  • ISSN

  • e-ISSN

  • Number of pages

    4

  • Pages from-to

    1-4

  • Publisher name

    Czech Technical University in Prague

  • Place of publication

    Praha

  • Event location

    Praha

  • Event date

    May 14, 2015

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article