The development of new tools such as those described in the articles o
f this special issue marks an important advance in discourse research.
These tools include ways to test competing models and ways to track v
ery large language databases. The former aid the field's ability to de
monstrate theoretical progress, and the latter can perform computation
s beyond what a human expert could do in a lifetime. There is a differ
ence between tools and theory, however, and in this article, I point o
ut some of the ways in which large dimensional space methods such as L
atent Semantic Analysis and Hyperspace Analog to Language fall short o
f being plausible theories about psychological reality. I examine in-p
rinciple failures and wrong-kind failures that arise in the systems an
d point out the limitations of systems based exclusively on co-occurre
nce.