M. Zorzi et al., 2 ROUTES OR ONE IN READING ALOUD - A CONNECTIONIST DUAL-PROCESS MODEL, Journal of experimental psychology. Human perception and performance, 24(4), 1998, pp. 1131-1161
A connectionist study of word reading is described that emphasizes the
computational demands of the spelling-sound mapping in determining th
e properties of the reading system. It is shown that the phonological
assembly process can be implemented by a two-layer network, which easi
ly extracts the regularities in the spelling-sound mapping for English
from training data containing many exception words. It is argued that
productive knowledge about spelling-sound relationships is more easil
y acquired and used if it is separated from case-specific knowledge of
the pronunciation of known words. It is then shown how the interactio
n of assembled and retrieved phonologies can account for the combined
effects of frequency and regularity-consistency and for the reading pe
rformance of dyslexic patients. It is concluded that the organization
of the reading system reflects the demands of the task and that the pr
onunciations of nonwords and exception words are computed by different
processes.