This tutorial seeks to be of special value for members of the Semantic Web community although it is also useful for related communities, e.g. Machine Learning and Computational Linguistics. We welcome researchers and practitioners both from industry and academia, as well as other participants with an interest in hybrid approaches to knowledge-based natural language processing.