ople may be biased to leam categories which not only
capture structure in the environment but organize this
knowledge in a manner easy to use in reasoning. Concepts
organized to contrast consistently on the same attributes
as sister categories within a hierarchy may be particularly
useful in guiding induction. W e assess whether systems of
novel categories organized in this maimer were also easier
to leam. Supervised concept learning was dramatically
easier in the consistent over inconsistent contrast
condition. W e tested whether several models of concept
learning would show sensitivity to consistent contrast, as
people did, including assessment of a model designed to
use information about consistent contrast, TWILIX. None
of the models tested (ALCOVE, rational analysis, and
TWILIX ) showed muc h sensitivity to the
Consistent/Inconsistent contrast. People may flexibly
adjust their learning strategy to capitalize on simple
regularities when available, in a manner not incorporated
in these concept learning models.