Again, we need to emphasize that parameters other than the basic methodology could have influenced the result, so we need to be cautious with an interpretation.
to us it seems that the view that some of the co-occurrences in corpora should be considered as noise is wrong, or else if there is some noise it obviously cancels out over large corpora.