Prediction as a prerequisite of skilled reading

Author(s):  
Natalia Chitalkina ◽  
Roman Bednarik ◽  
Marjaana Puurtinen ◽  
Hans Gruber
Keyword(s):  
Author(s):  
Mark S. Seidenberg

Connectionist computational models have been extensively used in the study of reading: how children learn to read, skilled reading, and reading impairments (dyslexia). The models are computer programs that simulate detailed aspects of behaviour. This article provides an overview of connectionist models of reading, with an emphasis on the “triangle” framework. The term “connectionism” refers to a broad, varied set of ideas, loosely connected by an emphasis on the notion that complexity, at different grain sizes or scales ranging from neurons to overt behaviour, emerges from the aggregate behaviour of large networks of simple processing units. This article focuses on the parallel distributed processing variety developed by Rumelhart, McClelland, and Hinton (1986). First, it describes basic elements of connectionist models of reading: task orientation, distributed representations, learning, hidden units, and experience. The article then looks at how models are used to establish causal effects, along with quasiregularity and division of labor.


Author(s):  
Kevin Diependaele ◽  
Jonathan Grainger ◽  
Dominiek Sandra

2020 ◽  
pp. 095679762095863 ◽  
Author(s):  
Adi Shechter ◽  
David L. Share

Rapid and seemingly effortless word recognition is a virtually unquestioned characteristic of skilled reading, yet the definition and operationalization of the concept of cognitive effort have proven elusive. We investigated the cognitive effort involved in oral and silent word reading using pupillometry among adults (Experiment 1, N = 30; Experiment 2, N = 20) and fourth through sixth graders (Experiment 3, N = 30; Experiment 4, N = 18). We compared multiple pupillary measures (mean, peak, and peak latency) for reading familiar words (real words) and unfamiliar letter strings (pseudowords) varying in length. Converging with the behavioral data for accuracy and response times, pupillary responses demonstrated a greater degree of cognitive effort for pseudowords compared with real words and stronger length effects for pseudowords than for real words. These findings open up new possibilities for studying the issue of effort and effortlessness in the field of word recognition and other fields of skill learning.


1988 ◽  
Vol 40 (2) ◽  
pp. 239-268 ◽  
Author(s):  
Usha Goswami

Given the interest in the use of orthographic analogies in skilled reading, the role of analogies in reading development has received surprisingly little attention. The experiments presented here examine three important developmental issues: whether beginning readers can make orthographic analogies, how the consistency of spelling–sound relations affects this ability, and whether orthographic analogies are used in reading prose. It is concluded that orthographic analogies have an important role to play in reading development, and some suggestions are offered as to why this may be so.


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