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

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A device that can compute every possible input-output function does not exist.<br />

The Turing machine was invented and used to prove that there exist some functions<br />

that are not computable (Turing, 1936). However, the subset <strong>of</strong> functions that are<br />

computable is large and important:<br />

It can be proved mathematically that there are infinitely more functions than<br />

programs. Therefore, for most functions there is no corresponding program that<br />

can compute them. . . . Fortunately, almost all these noncomputable functions are<br />

useless, and virtually all the functions we might want to compute are computable.<br />

(Hillis, 1998, p. 71)<br />

A major discovery <strong>of</strong> the twentieth century was that a number <strong>of</strong> seemingly different<br />

symbol manipulators were all identical in the sense that they all could compute<br />

the same maximal class <strong>of</strong> input-output pairings (i.e., the computable functions).<br />

Because <strong>of</strong> this discovery, these different proposals are all grouped together<br />

into the class “universal machine,” which is sometimes called the “effectively computable<br />

procedures.” This class is “a large zoo <strong>of</strong> different formulations” that includes<br />

“Turing machines, recursive functions, Post canonical systems, Markov algorithms,<br />

all varieties <strong>of</strong> general purpose digital computers, [and] most programming languages”<br />

(Newell, 1980, p. 150).<br />

Newell (1980) proved that a generic physical symbol system was also a universal<br />

machine. This pro<strong>of</strong>, coupled with the physical symbol system hypothesis, leads<br />

to a general assumption in classical cognitive science: cognition is computation,<br />

the brain implements a universal machine, and the products <strong>of</strong> human cognition<br />

belong to the class <strong>of</strong> computable functions.<br />

The claim that human cognition is produced by a physical symbol system is a<br />

scientific hypothesis. Evaluating the validity <strong>of</strong> this hypothesis requires fleshing out<br />

many additional details. What is the organization <strong>of</strong> the program that defines the<br />

physical symbol system for cognition (Newell & Simon, 1972)? In particular, what<br />

kinds <strong>of</strong> symbols and expressions are being manipulated? What primitive operations<br />

are responsible for performing symbol manipulation? How are these operations<br />

controlled? Classical cognitive science is in the business <strong>of</strong> fleshing out these<br />

details, being guided at all times by the physical symbol system hypothesis.<br />

3.8 The Intentional Stance<br />

According to the formalist’s motto (Haugeland, 1985) by taking care <strong>of</strong> the syntax,<br />

one also takes care <strong>of</strong> the semantics. The reason for this is that, like the rules in a<br />

logical system, the syntactic operations <strong>of</strong> a physical symbol system are constrained<br />

to preserve meaning. The symbolic expressions that a physical symbol system<br />

evolves will have interpretable designations.<br />

82 Chapter 3

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