This indicates that Brown clusters might be a useful feature sometimes, but do not solve the domain adaptation problem in this context.
we are interested in cases where a relatively small number of labeled posts (less than 100) might provide substantial benefit to the adaptation; a researcher could plausibly do this annotation in a few hours.