usually do not contain sufficient statistical signals to support many state-of-the-art approaches for text mining such as … increases the difficulty to handle them. Our knowledge-intensive approaches disrupt traditional methods for tasks such as text … short text understanding, and our knowledge-intensive approaches are both effective and efficient in discovering semantics …