A hierarchical framework is proposed to address the issues of modeling different type of words in keyword spotting (KWS). Keyword models are built at various levels according to the availability of training set resources for each individual word. The proposed approach improves the performance of KWS even when no training speech is available for the keywords. It also suggests an easier way to co...

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The number of underrepresented minorities (URMs; black or African American, Hispanic or Latino, American Indian or Alaska Native, Native Hawaiian or other Pacific Islander) among US medical school faculty is markedly low when compared with their respective percent representation of the US population. Women URMs are doubly underrepresented, particularly as the academic rank advances from the ins...