Consistency Modeling
CONSISTENCY MODELING
Objective
The main goals of this project are to develop new methods to train
speech recognition models so as to significantly improve accuracy
without the need for large amounts of data, and new ways to represent
models and share parameters so as to significantly increase
recognition speed and decrease model size while maintaining
accuracy. Another important goal is to develop methods to quickly port
speech recognition systems to domains with different environmental
conditions than the training domain, such as different channel and
noise conditions, and non-native speech. Finally, the project is
concerned with rudimentary information extraction from the recognized
speech by automatically identifying information containing entities in
the speech, such as person, organization and place names.