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The limitations of the reverse-engineering approach to cognitive modeling
1Department of Psychology, University of Connecticut, Storrs, CT 06268, USA. Jay.Rueckl@Uconn.edu
The Behavioral and Brain Sciences
|August 30, 2012
Summary
This study critiques reverse-engineering in cognitive modeling, highlighting its limits. It proposes viewing cognitive organization as both explanatory and a phenomenon to be explained, offering new challenges for word reading theories.
Area of Science:
- Cognitive Science
- Psychology
- Computational Neuroscience
Background:
- The reverse-engineering approach in cognitive modeling explains phenomena via stipulated computational mechanisms.
- This approach often focuses on explaining narrow sets of cognitive phenomena.
Purpose of the Study:
- To critique the limitations of the reverse-engineering approach in cognitive modeling.
- To propose an alternative framework for understanding cognitive organization.
Main Methods:
- Conceptual analysis of existing cognitive modeling approaches.
- Theoretical argumentation for a revised perspective on cognitive organization.
Main Results:
- Identified limitations in explaining complex cognitive functions solely through reverse-engineered mechanisms.
- Proposed a dual role for cognitive organization: as an explanatory construct and as a phenomenon requiring explanation.
Conclusions:
- The reverse-engineering approach has inherent limitations for comprehensive cognitive modeling.
- Rethinking cognitive organization as both explanation and explanandum offers a more robust theoretical framework for fields like word reading research.
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