With the rapid development of information technology and diversification of communication means, short-text arising from human interaction, such as email, BBS, and instant message, are increasingly predominant in network information streams. Short-text organization and mining are of great significance in topic detecting and tracking, on-line community discovering and information security, etc. Document clustering is an efficient method to organize documents, which has been widely used in unknown topic auto-...