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We develop a model of phonological contrast in natural
language. Specifically, the model describes the maintenance of
contrast between different words in a language, and the elimination of
such contrast when sounds in the words merge. An example of such a
contrast is that provided by the two vowel sounds "i" and "e", which
distinguish pairs of words such as "pin" and "pen" in most dialects of
English. We model language users' knowledge of the pronunciation of a
word as consisting of collections of labeled exemplars stored in
memory. Each exemplar is a detailed memory of a particular utterance
of the word in question. In our model an exemplar is represented one
or two phonetic variables along with a weight indicating how strong
the memory of the utterance is. Starting from an exemplar-level
model we derive integro-differential equations for the evolution of
exemplar density fields in phonetic space. Using these latter
equations we investigate under what conditions two sounds merge
causing words to no longer contrast. Our main conclusion is that for
the preservation of phonological contrast, it is necessary that
anomalous utterances of a given word are discarded, and not merely
stored in memory as an exemplar of another word.