The researchers in Microsoft (Song et al., 2011) employed a big and rich probabilistic knowledgebase to machine learning algorithms, and got significant improvement in terms of tweets clustering accuracy.
such method needs huge human and material resources to build up a highquality and extremely wide-coverage knowledge base.