This project is funded in part by IBM through an IBM 2006 UIMA (Unstructured Information Management Framework) Innovation Award. It aims to develop novel and effective mechanisms to discover associations between automatically extracted named entities from text documents. The discovered associations can be used to support user's entity based semantic search and knowledge management.