Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  demonstrate the potential of incorporating syllable-level information in acoustic modeling. The unit of syllable is not rigorously defined, which leads to a problem for its use. In this study,  derive syllable structures from the sonorant-band intensity profile of speech signal.  analyze the error statistics of a phone-based context-dependent speech recognizer and find interesting error patterns. Phone errors mainly occur inside a syllable but not at syllable boundaries. Pronunciation variation can thus be regarded as the replacement of phonetic elements within the time span of a solitary syllable.  apply simple rules to model the pronunciation variation phenomenon. A lexical modeling approach modifies the bi-phone transcription in the dictionary. It leads to a significant increase of phone correctness. The results shed light on a more intuitive and direct approach to model pronunciation variation within the scope of syllables.
['Raymond W. M. Ng', 'Keikichi Hirose']
I am writing a research paper on a idea Syllable: A self-contained unit to model pronunciation variation
[{"from": "human", "value": "I am writing a research paper on a idea Syllable: A self-contained unit to model pronunciation variation"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  demonstrate the potential of incorporating syllable-level information in acoustic modeling. The unit of syllable is not rigorously defined, which leads to a problem for its use. In this study,  derive syllable structures from the sonorant-band intensity profile of speech signal.  analyze the error statistics of a phone-based context-dependent speech recognizer and find interesting error patterns. Phone errors mainly occur inside a syllable but not at syllable boundaries. Pronunciation variation can thus be regarded as the replacement of phonetic elements within the time span of a solitary syllable.  apply simple rules to model the pronunciation variation phenomenon. A lexical modeling approach modifies the bi-phone transcription in the dictionary. It leads to a significant increase of phone correctness. The results shed light on a more intuitive and direct approach to model pronunciation variation within the scope of syllables."}]