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
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"
Conference_Titel :
Artificial Intelligence and Natural Language and Information Extraction, Social Media and Web Search FRUCT Conference (AINL-ISMW FRUCT), 2015
DOI :
10.1109/AINL-ISMW-FRUCT.2015.7382966