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Mind, Body, World- Foundations of Cognitive Science, 2013a

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e essentially embodied and embedded and still depend crucially on brains which<br />

compute and represent” (p. 143).<br />

The reason that an embodied cognitive scientist such as Clark may be reluctant<br />

to eliminate representations completely is because one can easily consider situations<br />

in which internal representations perform an essential function. Clark (1997)<br />

suggested that some problems might be representation hungry, in the sense that<br />

the very nature <strong>of</strong> these problems requires their solutions to employ internal representations.<br />

A problem might be representation hungry because it involves features<br />

that are not reliably present in the environment, as in reasoning about absent<br />

states, or in counterfactual reasoning. A problem might also be representation<br />

hungry if it involves reasoning about classes <strong>of</strong> objects that are extremely abstract,<br />

because there is a wide variety <strong>of</strong> different physical realizations <strong>of</strong> class instances<br />

(for instance, reasoning about “computers”!).<br />

The existence <strong>of</strong> representation-hungry problems leaves Clark (1997) open to<br />

representational theories in cognitive science, but these theories must be placed<br />

in the context <strong>of</strong> body and world. Clark didn’t want to throw either the representational<br />

or embodied babies out with the bathwater (Hayes, Ford, & Agnew, 1994).<br />

Instead, he viewed a co-operative system in which internal representations can be<br />

used when needed, but the body and the world can also be used to reduce internal<br />

cognitive demands by exploiting external scaffolds. “We will not discover the right<br />

computational and representational stories unless we give due weight to the role <strong>of</strong><br />

body and local environment—a role that includes both problem definition and, on<br />

occasion, problem solution” (Clark, 1997, p. 154).<br />

It would seem, then, that internal representations are not a mark <strong>of</strong> the classical,<br />

and some cognitive scientists are open to the possibility <strong>of</strong> hybrid accounts <strong>of</strong><br />

cognition. That is, classical researchers are extending their representational theories<br />

by paying more attention to actions on the world, while embodied researchers<br />

are open to preserving at least some internal representations in their theories.<br />

An example hybrid theory that appeals to representations, networks, and actions<br />

(Pylyshyn, 2003c, 2007) is presented in detail in Chapter 8.<br />

7.7 Explicit Rules versus Implicit Knowledge<br />

Connectionists have argued that one mark <strong>of</strong> the classical is its reliance on explicit<br />

rules (McClelland, Rumelhart, & Hinton, 1986). For example, it has been claimed<br />

that all classical work on knowledge acquisition “shares the assumption that the<br />

goal <strong>of</strong> learning is to formulate explicit rules (proposition, productions, etc.) which<br />

capture powerful generalizations in a succinct way” (p. 32).<br />

Explicit rules may serve as a mark <strong>of</strong> the classical because it has also been argued<br />

that they are not characteristic <strong>of</strong> other approaches in cognitive science, particularly<br />

Marks <strong>of</strong> the Classical? 345

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