Transformation, Interpretation and Analysis of Language (TIAL) Group is one of three groups in the Signal, Speech and Language Interpretation (SSLI) Lab, founded in 1999. The TIAL Group is interested in developing computational models of language to solve the challenging problems in speech and language interpretation and analysis. Our emphasis is on data-driven machine learning combined with linguistically motivated system architectures.