Computing document similarity in latent semantic analysis

Computing document similarity in latent semantic analysis References I have a question regarding Latent Semantic Analysis - after performing SVD decomposition of term-document matrix and choosing some number of dimensions, I get the set of new document vectors. Now, how can I calculate similarity between two documents? New document vectors contain negative values, and results produced by cosine similarity make no sense.