Note that LSA on just the English data performs on par with all of the other methods presented; we have not found a way to improve performance on this monolingual task from using multilingual data.
1 it is also important to note that our multilingual methods do not hurt performance on these monolingual tasks, either-we get the benefits described in our other evaluations without losing performance on English-only tasks.