The TLD model retains the IGMM vowel phone component, but extends the lexicon of the LD model by adding topic-specific lexicons, which capture the notion that lexeme probabilities are topicdependent.
the TLD model replaces the Dirichlet Process lexicon with a Hierarchical Dirichlet Process (HDP; Teh (2006)).