Both prosodic features (extracted from the acoustic signal) and lexical features (extracted from the word sequence) have been shown to be useful for these tasks (Shriberg et al., 1998;Kim and Woodland, 2003;Ang et al., 2005).
access to labeled speech training data is generally required in order to use prosodic features.