1. A method for reducing a number of false positives in a fact extraction process, comprising: utilizing a deferred decision method; building several levels of verification steps to eliminate incorrect candidate facts; applying a set of knowledge agents of different type to verify results of each other; utilizing N-best results to support a deferred decision method; and accommodating a detailed rerun of appropriate knowledge agents to retrieve additional parameters to resolve fact discrepancies.