Many researchers are trying to use information extraction (IE) to create large-scale knowledge bases from natural language text on the Web.
the primary approach (supervised learning of relation-specific extractors) requires manually-labeled training data for each relation and doesn't scale to the thousands of relations encoded in Web text.