Sean Goldberg Information Extraction (IE) is the name given to the task of converting unstructured free text into a more structured form for better searching, analysis, and organization. Automating IE tasks is crucial to making sense of the enormous amount of unstructured information being put on the web everyday. Even the most current state-of-the-art algorithms