Tone recognition is difficult to incorporate into a phone recognizer (usually HMMbased model), because tone is a property of a syllable, not of an individual phone.
a lexical decoder or word hypothesizer is added to the system as a separate module in order to combine the output of the phone recognizer and that of the prosody processor together.