Some works (McCallum and Nigam, 1999;Liu et al., 2004) performed an additional Expectation Maximization algorithm over the training data, but reported rather small incremental improvements that do not seem to justify the additional effort.
additional seeds, beyond the category names, were identified by two lexicographers.