Michael C. Frank
- Cognitive science is in many ways preoccupied with concepts. One reason
for this preoccupation stems from the role of concepts in what is commonly
called the Classical view of cognition: the view that knowledge is represented
and manipulated through a symbolic language of thought. The word-level
constituents of this "language" are primitive concepts, which can be
combined to produce an infinite variety of other complex, sentence-level
concepts. Concepts are therefore mental states which have both representational
properties that carry information about our environment and causal properties
that govern our behavior. On this view, cognition is the process of
manipulating both concepts and propositional knowledge about
concepts--processing our knowledge about the world in order to produce
behavior.
- Jerry Fodor, in Concepts: Where Cognitive Science Went
Wrong (1998), presents two options for defining the contents (or meanings)
of primitive concepts, the building blocks of the Classical view. The first is
Inferential Role Semantics. The primary thesis of Inferential Role Semantics is
that having a primitive concept is partially a case of having the inferential
relations that help to constitute that concept. So, having the concept BACHELOR
is at least partially a question of knowing that bachelors are unmarried men,
and hence that BACHELOR is inferentially related to UNMARRIED and MAN. The
arguments that Fodor levels against Inferential Role Semantics target both
definitional theories and prototype theories of concepts; Fodor's intent
is to replace both with a different account of the content of primitive
concepts. Informational Atomism, his alternative account, is defined by two
theses: first, informational semantics, that for a mind to have a concept is
for that mind to be in some sort of relationship to the world; and second,
conceptual atomism, that primitive concepts--which make up the bulk of
Fodor's conceptual taxonomy--have no internal structure. In other
words, on the Informational Atomist account, having the concept BACHELOR is
simply a question of having your atomic, unstructured mental representation
BACHELOR line up with an actual bachelor.
- In this paper, I will argue that
Informational Atomism, Fodor's theory of concepts, fails to live up to its
promise as a generalized theory of representation. In particular, I will
examine how it fails to account for data provided by a classical task in the
psychological problem solving literature, the candle task. By showing how all
plausible construals of the Fodor theory fail to account for laboratory data, I
hope to suggest that the theory has serious shortcomings, especially in its
treatment of inferential knowledge about concepts.
I. Fodor's Theory
In this section, I will walk though a quick demonstration of how
Fodor's theory of concepts functions. We will look at the decision to pet
and then feed a gray cat. The account begins with the formation of a mental
representation of the cat. According to Fodor's framework, concept
individuation occurs purely through the representational properties of the
concepts. In other words, a CAT token is created in the mental representation
space only if the representational requirements of the CAT concept are
satisfied. How can these requirements be satisfied? Only by the identification
of an object in the environment that satisfies the stereotype associated with
CAT. We might imagine this to be some kind of constraint-satisfaction process,
but the details are neither clear nor necessary to the rest of the account.
- Next, we notice that the same object satisfies the stereotype for the
concept GRAY. We token a GRAY representation, and by compositionality we can
compose these two representations into GRAY CAT. Now both GRAY and CAT are
primitive concepts with no internal structure, but they do have what Fodor calls
"causal properties"--properties that govern the way they
influence our behavior. So it could be the case that CAT has the causal
property that petting the creatures represented by them gives me pleasure. So I
can decide to pet the creature represented by GRAY CAT based on this causal
property of CAT-hood.
Now imagine that the gray cat meows. I can now engage
some of the knowledge about CATs from my knowledge store, maybe by putting it
under GRAY CAT in the following way:
GRAY CAT
NOISY(GRAY
CAT)
NOISY(...CAT) -> HUNGRY(...CAT)
and now if we treat ...CAT
for a schema indicating any kind of cat, then by modus ponens we know
that
GRAY CAT
NOISY(GRAY CAT)1
NOISY(...CAT) ->
HUNGRY(...CAT)
HUNGRY (GRAY CAT)
Finally, by the causal properties
of HUNGRY, we know that hunger is undesirable, and that to relieve hunger, we
need to give the hungry creature some food.- Of course, nothing in this
scenario is as simple as it seems: I'm merely walking through it to
provide an example of how Informational Atomism might plausibly function.
Sometimes cats are noisy when they're not hungry, and there are some type
of cats you shouldn't feed when they're noisy even if it means
they're hungry (stray cats or cats on television, for example). But at
least this should give an idea about how concept individuation (tokening)
happens only by being in a nomic mind-world relationship: the only way you have
a CAT token in your mental representation space is if it represents some kind of
cat in the world. Likewise, the concept CAT is, by conceptual atomism, atomic:
it is not constituted by any other concepts, nor does it have any internal
structure. So now that we have a picture about how Fodor's model of
representation functions, we can move on to examine some psychological evidence
that should bear on it.
II. Functional Fixedness Tasks
- Functional fixedness tasks are classic tasks in the psychology literature
in which subjects are presented with a situation that requires them to use a
familiar object to perform a novel function in order to solve a particular task.
In this article I will look at a specific task in the literature, known as the
candle task, to illustrate differences in the process of representation between
individuals.
- In the candle task, participants are given a candle, a book of
matches, and a box of tacks. They are asked to use these materials to mount the
candle on a wall so that it burns normally and does not drip wax onto the floor.
The optimal solution to the task is simple: empty the tacks from the box, tack
the empty box to the wall, and then tack the candle to the box. However, many
participants do not find this solution: they try to tack the candle to the wall,
attempt to use the matchbook as a cradle, or explore many other creative
solutions that are more difficult than the optimal solution. (Glucksberg &
Weisberg 1966)
- The candle task is known as a functional fixedness task
because when subjects achieve the optimal solution, they do it by finding a
novel function for the box: they use it as a support, rather than as a
container. On the other hand, when they fail it is because they do not find
this novel function, leading psychologists to speculate that its function is
already "fixed" by its presentation with the tacks inside it.
However, if the task is presented with the tacks piled next to the box, rather
than inside it, then the task is trivial and nearly all participants achieve the
optimal solution. The candle task is a task about representation in that the
mode of presentation of the materials is crucial to participants' success
in the task.
-
III. Applying Informational Atomism to the Candle
Task
Given that Fodor's theory is a theory of mental representation, we
should expect it to be able to account for data such as those provided by the
candle task. The fundamental question that it should be able to help us answer
regarding this task is how the mental representations of those participants who
solved the task differ from the mental representations of those participants who
failed to solve it. We can start by trying to draw up a potential map of both
the solvers' and non-solvers' mental representation spaces. One
possible hypothesis would state that in the representations of the candle task,
non-solvers simply do not represent the box. We could describe this proposal as
follows:
|
Solvers' Representation Space
|
Non-solvers' Representation Space
|
|
CANDLE MATCHBOOK TACKS BOX
|
CANDLE MATCHBOOK TACKS
|
- However, there is a problem with this explanation. Non-solvers know
that the box is there, in some form. If you ask them whether they were given a
box, they will affirm that they were, even though they are not always able to
spontaneously produce the box in their descriptions of the materials. Glucksberg
and Weisberg note that "solvers report the box as a separate verbal unit,
e.g., 'a box.' Non-solvers often must be prompted before they
report the box, sometimes cannot report it at all, and when they do report it,
refer to it in a verbally undifferentiated manner, such as ‘a box full of
tacks.'" (Glucksberg and Weisberg 1966)
- The problem with the
Fodor account is that there is no subtlety to the way it represents objects;
there is only one way that an object can be represented, thus the theory has no
way of accounting for the verbal undifferentiation of the box. On the
conceptual atomist account, either the box is present or it is absent. In order
to have any kind of knowledge attached to it, the box must be represented as an
object, so we cannot even fall back on a picture that includes either (1) or
(2):
|
Solvers' Representation Space
|
Non-solvers' Representation Space
|
|
CANDLE MATCHBOOK TACKS BOX
|
CANDLE MATCHBOOK TACKS (1) IN(TACKS,BOX) (2) BOX
OF(TACKS)
|
- Neither of the two options presented is viable. In the case of (1)
IN(TACKS,BOX) refers to an object that is not represented, so the expression as
a whole fails to refer. And in the case of (2), on the Fodor account, there are
only two ways to interpret an expression like BOX-OF. Either it must be
composed of BOX and OF or it must be its own primitive concept, and a wholly
different entity. But it cannot be composed of BOX and OF because then it would
be the same as representing something like PAPER BOX or RED BOX--it would
still only be semantically viable if it represented a box. And likewise, it
cannot be its own separate entity (on analogy with something like OUNCE OF ); it
is very strange to think of a conceptual unit, BOX OF that has no inferential
links to BOX. To give only one reason why this is a strange idea, making BOXOF
a primitive concept would require a separate stereotype for what a BOX OF is,
independent from what a BOX is. We can easily take this idea to absurdity and
require separate stereotypes for nearly every complex concept. Fodor may believe
that a large part of the conceptual lexicon is primitive, but surely this is not
what he is referring to.
- We have only one more option to distinguish
solvers from non-solvers, according to the model of representation that we are
currently working under. They can have different knowledge about the relevant
objects. But there are still two ways that this proposal could be implemented:
solvers could have knowledge in their knowledge store that non-solvers do not,
or they could have the same knowledge but access it in a way that non-solvers do
not. However, there are several reasons for ruling out the possibility that
solvers know something that non-solvers do not. First, by varying the
presentation of the candle task, we can change drastically the percentage of
participants that achieve a solution. In a written version of the task, simply
underlining relevant materials in the stimuli ("on the table there is a
candle, a box of tacks, and a book of
matches...") increases the percentage of solvers from 25% to 50%
(Frank and Ramscar 2003). This kind of experimental manipulation changes
representation, but not by changing subjects' knowledge. Second, and more
importantly, assuming that finding a solution revolves around some kind of prior
knowledge that participants are assumed to have badly misconstrues the process
of problem solving. There are an infinite number of functional fixedness tasks
that one could dream up, using a wide variety of objects, some familiar and some
novel, and there is no reason to suppose that every solver of each of these
would have knowledge about the constituents of the problem that non-solvers did
not.
- Therefore, we need to explore the possibility that solvers have
greater access to their knowledge about boxes or hammers than non-solvers do.
Just how would this proposal work within Fodor's model? Well, we can
imagine that in this model there is some mechanism that adds knowledge from the
knowledge store to the representation space, much the way NOISY(...CAT) ->
HUNGRY(...CAT) was added in our earlier example. Given this tool, we can draw
up the following proposal for differences in solvers' and
non-solvers' representations:
|
Solvers' Representation Space
|
Non-solvers' Representation Space
|
|
CANDLE MATCHBOOK TACKS BOX IN(TACKS,
BOX) CONTAINS(BOX) SUPPORTS(BOX)
|
CANDLE MATCHBOOK TACKS BOX IN(TACKS,
BOX) CONTAINS(BOX)
|
- where SUPPORTS(X) or CONTAINS(X) means that X can function as a support
or a container.
- Unfortunately, this account suffers from many of the same
problems as earlier proposals. First, it lacks a principled way to distinguish
solvers' representations from non-solvers' representations: it
simply pushes off the task of problem solving to some kind of unspecified
machinery that retrieves inferential knowledge about the represented objects.
So this move comes close to violating one of the dictates that we started with:
that functional fixedness problems were interesting because they were problems
about representation. This complaint does not, of course, rule out the account
as true; it simply takes away much of the interest in testing Informational
Atomism if the empirical complexities have to be passed off to another part of
the system.
- Second, the account fails to deal with the issue of what
inferential knowledge comes along naturally with the tokening of a
representation of an object. Even if BACHELOR is not semantically defined as
UNMARRIED MAN, that knowledge must have a privileged inferential link to the
concept in some way. In other words, it must be true that someone who not only
possesses a BACHELOR stereotype but also knows how to properly manipulate the
concept BACHELOR in inferential settings must represent UNMARRIED and MAN almost
automatically when BACHELOR is tokened. Perhaps there are some exceptions to
this, but it must be true on the whole. We can pass this job on again to our
unspecified machinery for pulling inferential knowledge in the representation
space, but then we have again failed to address the issue at hand. For the
question of whether CONTAINS has a privileged inferential link to BOX, and
whether SUPPORT does as well, will be crucial to determining why non-solvers
have one and solvers have both.
- Third, it still fails to deal with the data
from the Glucksberg and Weisberg paper. On this account there is still no
reason why some participants might fail to name the box as one of the materials
for solution: if the box is represented, then it must be represented based on
some objects' satisfaction of the box stereotype. Therefore, there is no
reason to predict any of the problems in memory or in verbal differentiation
that we see in the actual laboratory task, and in turn no way to explain them.
IV. Conclusion
- The problem here is deep: the representational
machinery provided to us by a Classical account such as Fodor's
Informational Atomism is not delicate enough to provide an accurate model of the
phenomena found in real problem solving data. This point is not a falsification
of the Fodor account. Rather it is an identification of a problem, and in fact
a domain of problems, in which the Fodor account has little to say about real
psychological data. Any explanation of the phenomena observed in the laboratory
must come either from ad hoc additions to the account or from mechanisms
entirely outside of it.
References
Fodor, Jerry A., and Z. W. Pylyshyn. "Connectionism and cognitive
architecture, a critical analysis." Cognition 28 (1988):
3-71.
Fodor, Jerry A. Concepts: A Potboiler. Cognition 50 (1994):
95-113.
Fodor, Jerry A. Concepts: Where Cognitive Science Went Wrong.
Oxford, UK: Oxford UP, 1998.
Frank, Michael C., and Michael Ramscar. "How do Presentation and
Context Influence Representation for Functional Fixedness Tasks?"
Proceedings of the 25th Annual Meeting of the Cognitive Science
Society, 2003.
Glucksberg, S., and R. W. Weisberg. "Verbal behavior and problem
solving: Some effects of labeling in a functional fixedness problem."
Journal of Experimental Psychology 71 (1966): 659-664.