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The following Figure demostrates the concept of network training. The highest level in this hierarchical network is the sentence level whereas the acoustic models form the lowest level. Please note that this network is extensible to any number of levels. Multiple pronuncaitions for words such as "the" in this example are accounted in this network while training.
Example Network