Armstrong, B. C., Dumay, N., Kim, W., & Pitt, M. A. (2017). Generalization from newly learned words reveals structural properties of the human reading system. Journal of Experimental Psychology: General, 146(2), 227-249. http://dx.doi.org/10.1037/xge0000257
Download:
Author's self-archived version (.pdf) (70 pages)
Official version [external link]
Abstract
Connectionist accounts of quasiregular domains, such as spelling-sound
correspondences in English, represent exception words (e.g., pint)
amidst regular words (e.g., mint) via a graded “warping” mechanism.
Warping allows the model to extend the dominant pronunciation to
nonwords (regularization) with minimal interference (spillover) from the
exceptions. We tested for a behavioral marker of warping by
investigating the degree to which participants generalized from newly
learned made-up words, which ranged from sharing the dominant
pronunciation (regulars), a subordinate pronunciation (ambiguous), or a
previously non-existent (exception) pronunciation. The new words were
learned over two days, and generalization was assessed 48 hours later
using nonword neighbors of the new words in a tempo naming task. The
frequency of regularization (a measure of generalization) was directly
related to degree of warping required to learn the pronunciation of the
new word. Simulations using the Plaut et al. (1996) model further
support a warping interpretation. Our findings highlight the need to develop
theories of representation that are integrally tied to how those
representations are learned and generalized.
Keywords: quasiregularity; connectionist models; word learning; tempo naming.
Copyright Notice (courtesy of David Plaut): The documents distributed here have been provided as a means to ensure timely dissemination of scholarly and technical work on a noncommercial basis. Copyright and all rights therein are maintained by the authors or by other copyright holders, notwithstanding that they have offered their works here electronically. It is understood that all persons copying this information will adhere to the terms and constraints invoked by each author's copyright. These works may not be reposted without the explicit permission of the copyright holder.