Ms. Seidenberg et al., NONWORD PRONUNCIATION AND MODELS OF WORD RECOGNITION, Journal of experimental psychology. Human perception and performance, 20(6), 1994, pp. 1177-1196
Nonword pronunciation is a form of generalization behavior that has be
en at the center of debates about models of word recognition, the role
of rules in explaining behavior, and the adequacy of the parallel dis
tributed processing approach. An experiment yielded data concerning th
e pronunciation of a large corpus of nonwords. The data were then used
to assess 2 models of naming: a model developed by D. C. Plaut and J.
L. McClelland (1993), which is similar to the one described by M. S.
Seidenberg and J. L. McClelland (1989) but uses improved orthographic
and phonological representations, and the grapheme-phoneme corresponde
nce rules of M. Coltheart, B. Curtis, P. Atkins, and M. Haller's (1993
) dual-route model. Both models generate plausible nonword pronunciati
ons and match subjects' responses accurately. The dual-route model doe
s so by using rules that generate correct output for most words but mi
spronounce a significant number of exceptions. The parallel distribute
d processing model does so by finding a set of weights that allow it t
o generate correct output for both ''rule-governed'' items and excepti
ons. Some ways in which the two approaches differ and other issues fac
ing them are also discussed.