Abstract: The goal of information extraction (IE) is to find desired pieces of information in natural language texts and store them in a form that is suitable for automatic querying and processing; the Semantic Web provides formats and standards for storing and processing such data. Hence IE-based automatic or semi-automatic approaches are a promising approach for building the Semantic Web. My Ph.D. thesis focuses on developing and refining trainable algorithms for this purpose.