As can be seen in Figure , the non-overlapping categories were learned considerably faster than the overlapping categories (). Even in the context of disambiguating lexical dimension inputs, overlapping categories are more difficult to learn than non-overlapping ones. Since lexical dimensions in the linguistic context favor adjectives, but overlap (along with volume and compactness) favors nouns, these results are consistent with the idea that the developmental trajectory observed in children may arise from a consortium of differences between the associative structure of nouns and adjectives that jointly but not necessarily singly favor nouns.
: Experiment 5: Category Overlap.
Performance is the proportion of test items for which the highest
overt response was correct.
There were two separate runs of the network,
one for each condition.