A Russian Keyword Spotting System Based on Large Vocabulary Continuous Speech Recognition and Linguistic Knowledge

Author:

Smirnov Valentin1ORCID,Ignatov Dmitry1,Gusev Michael1,Farkhadov Mais2ORCID,Rumyantseva Natalia3,Farkhadova Mukhabbat3

Affiliation:

1. Speech Drive LLC, Saint Petersburg, Russia

2. V.A. Trapeznikov Institute of Control Sciences of RAS, Moscow, Russia

3. RUDN University, Moscow, Russia

Abstract

The paper describes the key concepts of a word spotting system for Russian based on large vocabulary continuous speech recognition. Key algorithms and system settings are described, including the pronunciation variation algorithm, and the experimental results on the real-life telecom data are provided. The description of system architecture and the user interface is provided. The system is based on CMU Sphinx open-source speech recognition platform and on the linguistic models and algorithms developed by Speech Drive LLC. The effective combination of baseline statistic methods, real-world training data, and the intensive use of linguistic knowledge led to a quality result applicable to industrial use.

Publisher

Hindawi Limited

Subject

Electrical and Electronic Engineering,General Computer Science,Signal Processing

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