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REVIEWS
NO
EASY WAY OUT
Explaining
consciousness-the how and why of human feeling-is such a hard problem
that it may never yield to cognitive science BY STEVAN HARNAD
THREE OF THE BOOKS under review are about consciousness, one is about meaning, and one is about language, but the topics are interrelated, as we shall see. The reader may find it surprising to learn that it has lately become fashionable in cognitive science to call the problem of consciousness the "hard problem," and the problems of meaning and language (and brain function and behavior) the "easy problems." Everything is relative. The "easy problems" may be easier than the "hard one,"
but that does not make them any easier than most other scientific problems. What is the hard problem, then? It's
as old as the human mind, it's probably lurking behind our ideas about
religion and the immateriality and immortality of the soul, and it has
been pondered since the advent of philosophy, where it is usually called
the mind-body problem. Unfortunately, the word "mind" is
ambiguous here, and "body" a misnomer. The problem arises when
we try to relate one sort of "thing" (mental things) with
another sort of thing (physical things). We know that physical things
are not just "bodies": they are matter and energy, the stuff
that physicists (and chemists and biologists and engineers) study and
explain to us with their familiar functional, cause-and effect
explanations (e.g., how momentum is transferred from one billiard ball
to another, how chemical reactions proceed, how the liver functions). And
we know exactly what mental "things" are, too. They are what is
going on in our heads when we are awake: thoughts, experiences, feelings. THE
BOOKS UNDER REVIEW ARE
: THE FEELING OF WHAT HAPPENS by Antonio Damasio , Harcourt Brace & Company,
1999.386 pages
A UNIVERSE OF CONSCIOUSNESS by Gerald M. Edelman and Giulio Tononi, Basic Books, 2000,
274
pages
THE
MYSTERIOUS FLAME by
Colin McGinn,Basic Books,1999 242 pages THE CULTURAL ORIGINS OF HUMAN COGNITION, by Michael Tomasello . Harvard , University
Press, 1999 ,248 pages
THE MIND
DOESN'T WORK THAT WAY by
Jerry Fodor , MIT Press, 2000, 126 pages
The
problem is: How do we put those two kinds of things together? Are they
both the same kind of thing? Are thoughts, experiences and feelings
somehow just matter and energy? If so, How? (I pause to let the reader
test whether, mirabile dictu, he can provide a satisfactory answer to
this hard question where everyone else so far has failed.... ) Explaining How
and Why We Are Not Zombies
IF
THE MENTAL AND THE PHYSICAL are not the same kind of thing, what is the
relation between them? We know they are exactly correlated,
but correlation is not explanation. How does the mental fit into the
physical world causally? Is it
an extra "force," like gravitation? Those who resort to
invoking the paranormal in the face of the hard problem reply "yes,"
and boldly proclaim the "telekinetic" power of the mind (rather
like Uri Geller's spoon bending, except that it's mind over matter even
when you bend the spoon with your fingers-if you are really moving your
fingers because you feel like it). The
trouble with this easy solution to the hard problem is that it has some
uneasy consequences: It is at odds with the conservation of mass and
energy, causal laws of physics that have an awful lot of
evidence supporting them, all over the universe. To regard the mental as
a telekinetic force, we have
to be ready to believe that some rather remarkable things are going on our
small planet, that things
move because they are willed to move, not just because of the usual transfer of energy. And what is the source of this telekinetic force? That's
anyone's guess, but it can't be just our brains, because our brains, like
our hearts and our livers, are just that ordinary stuff, matter and energy,
described by their structure and function. (The telekineticists reason
that if our brains were the cause of all our motions after all-in other
words, if telekinesis really didn't happen-then it could never be true
that we move because we feel like it; it would just feel
like that was how and why we were moving.) I
will not pursue the telekinetic option any further (it is often called
dualism), because, in exchange for "solving" the hard problem,
it seems to raise even harder problems, pitting itself against all the
rest of science. Suffice it to say that none of the authors of the books
under review would endorse telekinetic dualism. They are all committed to
explanations that stay within the natural bounds of matter and energy,
structure and function-bounds set by current theory and evidence in
physics, biology and engineering. Yet let us admit that telekinesis
certainly feels like the right
explanation for our minds, and what they do, and how. It's just that it's
an explanation that unfortunately does not fit with the scientific
explanation of everything else-and hence would itself stand in need of a
good deal more hard scientific explanation in its own right. ONLY
THREE OF THE BOOKS UNDER REVIEW TRY TO take on the hard problem directly.
The neurologist Antonio Damasio of the University of Iowa College of
Medicine in Iowa City comes at it via brain anatomy and physiology. The
neuroscientists Gerald Edelman of the Neurosciences Institute in San Diego,
California, and Giulio Tononi of the University of Wisconsin at Madison
use computational modeling of brain function. The philosopher Cohn McGinn
of Rutgers University in New Brunswick, erorr, but he offers an excuse: he
argues that, although the problem does have a solution, the human brain
is incapable of finding it (and would not understand it if it did). The
other two books do not venture to take on the hard problem at all. The
philosopher Jerry Fodor, a colleague of McGinn's at Rutgers, thinks it
would be futile but (unlike McGinn) does not say why (he spends his time
instead trying to show why we may not even be able to solve some of the
easy problems!). And the evolutionary biologist Michael Tomaselto of the
Max Planck Institute for Evolutionary Biology in Leipzig, Germany, does
not even mention consciousness. There
are basically two ways to beg the question raised by the hard problem. One
way is to change the subject, swap an easy problem for the hard one (but
keep calling it the hard one anyway), and then solve that easy problem
instead. The second way is simply to provide an easy solution, but interpret it as if it had solved the hard problem. Damasio does the
first and Edelman and Tononi do the second. At
the outset, it looks as if Damasio will not beg the question-as if he is
not merely going to explain intelligence or language or brain function
or behavior. All of those could be explained in principle even if there
were no hard problem at all: If we had the very same intellectual and
linguistic capacities we have, but we were not con non feeling zombies,
there would be no hard problem. What makes the hard problem hard is
precisely the mysterious difficulty of explaining feelings functionally.
So the mind-body problem is actually the "feeling-function"
problem. Why
is it so difficult (if not impossible) to explain feelings in terms of
function? Because a functional explanation is always a cause-effect
explanation, showing how and why something works the way it does. A
functional explanation is fine for ordinary, non feeling matter-energy.
But every time we try to explain a feeling functionally, it turns out that
the function alone can do the cause-effect job just fine (thank you very
much!), and the feeling just falls by the wayside, unexplained. For
example, a functional explanation of pain might go something like this:
Pain is a signal that tissue has been injured. It is useful to an
organism's survival and reproduction for the organism to minimize tissue
injury, to learn to avoid what has caused injury in the past, to avoid contact
between an injured body part and other objects while the part is still
damaged, and so forth. The sensorimotor and neural machinery for
accomplishing all this, including the computational mechanism that would
do the learning, the remembering, the selective attending and so forth,
could all be described, tested, confirmed and fully understood. The only
part that would remain unexplained is why pain feels
like something: the functional explanation accounts for the functional
facts, but the feeling is left out. And so it goes: every time you try to
give a functional explanation of feeling, the feeling itself turns out to
be functionally superfluous (unless you happen to be a telekinetic
dualist!). In
short, we know that we are not
feelingless zombies. The hard problem is explaining how and why we are not.
And because how's and why's are purely functional matters, that would
seem to leave only two possibilities: (1) that feelings are not functional
but merely "decorative," piggybacking (for some inexplicable,
because non functional, reason) on certain functions ("epiphenomenalism");
or (2) that feelings are telekinetic (dualism). The hard problem is
finding an explanation for feelings that is neither (1) nor (2). My own
view is that this is simply impossible. How do our authors fare with this? Damasio's Error: Motions, Emotions and Unfelt Feelings DAMASIO'S
TITLE, THE FEELING OF WHAT HAPPENS, makes it sound as if he will be
confronting the hard problem of feeling head-on. And his book does provide
a great deal of new, insightful and illuminating data and theory about
the brain areas and activities correlated with feeling, particularly the
feeling of the "self," and about the remarkable ways in which
those areas and activities can diminish or break down in sleep, coma,
vegetative states, akinetic (motionless) mutism and epileptic automatism.
We are all zombies when we are in deep, dreamless sleep; are we zombies in
any of the more active states, too? These questions and answers are
fascinating, but they do not include the hard one. Maybe
we are indeed feelingless zombies when we are in the grip of an epileptic
automatism; maybe we are not. (It is hard to know for sure without being
the epileptic undergoing the automatism, but even if you were, you
wouldn't be able to speak at the time, and afterward you wouldn't be able
to recall! So, without being telepathic, no neurologist could ever know
for sure whether or not a patient was in a zombie state. That is called
the "otherminds" problem, the flip side of the mind-body
problem.). Damasio's
functional anatomy of feeling states certainly tells us a good deal about
what their brain and behavioral correlates are: when this part of the
brain is active, you feel this and you can do that; when you lose this
part of the brain, you can no longer feel this or do that. Such correlates
are of great interest to the clinician trying to carry out diagnosis,
prognosis and treatment. They are also useful to the victims of brain
injury, the families of such patients and to anyone else interested in the
brain. Damasio's contributions to the brain anatomy of the so-called sense
of self may even help theorists design functional models that actually
have the capacities that go with having a sense of self. But those are all
"easy" problems. Do Damasio's findings shed any light on the
hard problem of how and why we feel at all? Alas,
they do not, and I think I can pinpoint where the question gets begged:
Damasio is intent on providing a bottom-up explanation of feelings, from
the most primitive feeling-state of akinetic mutism to feeling-states of
the highest order, such as the ones experienced by a philosopher somatic
(body). In the workings of the brain, Damasio pointed out, there is no
such duality of function. That is correct, but let us not forget that all of the brain, both structure and function, is "somatic,"
and that's precisely the error Damasio makes with respect to motions and
emotions. The functional part of emotion, the somatic part, is indeed, as
Damasio maintains, just motion. But the felt (psychic) part is something
else: something 100 percent correlated with brain structure and function,
to be sure-but, again, correlation isn't explanation. Correlations need
a causal explanation, and the only candidate explanation, namely telekinetic
dualism, is a nonstarter. Hard luck. Edelman
and Tononi's Hermeneutics DO EDELMAN AND TONONI MANAGE TO DO ANY better than Damasio?
They,too, set out promising not
to beg the question the way others have done before them. They want to
make sure they explain the difference between real seeing and, say, the
activity ofan optical transducer such as a photocell. It will not do, as
they correctly point out, simply to declare that one's favorite functional
mechanism "feels," any more than it will do simply to declare
that an optical transducer "sees." In both cases the how and why
of the feeling itself must also be explained. WE
ARE NOT JUST ZOMBIES. We do have mental states.
But then Edelman and Tononi go ahead and beg the hard such as Descartes,
when he is reflecting on the nature of mind. But explaining the variations
along such a hierarchy is the easy part; the hard part is explaining how
and why any of it is felt at all. The critical transition, in other words, is between
nonfeeling and feeling, and that is the transition Damasio completely
overlooks. Instead,
Damasio rests his hierarchy of feeling-states on a highly nonstandard (and,
I think, in the end, incoherent) notion of emotion. On the face of it,
"emotion" is just a synonym for a certain kind of feeling. (Other
kinds of feelings include sensations, such as seeing something blue or
hearing something loud; hybrid emotion-sensations, such as feeling pain;
desire states, such as wanting something; psychomotor states, such as
willing an action; and complex feeling-knowing states, such as believing,
doubting or understanding.) But Damasio uses emotion in an equivocal way,
in an attempt to bridge the unbridgeable gap between non feeling and
feeling. His bottom-level emotions are either just motions-in other words,
movement tendencies and their underlying brain activities, in which case
they are no kind of feeling at all, and leave us as clueless as before
about how to bridge the gap-or, worse, they are "unfelt feelings,"
which is a contradiction in terms. Either way, it is only by invoking this
blurred notion of emotion that Damasio gives the (illusory) impression of
having made some sort of successful transition from the unfelt to the
felt. Descartes
(whom some people wrongly blame for the idea of dualism) was the subject
of an earlier book of Damasio's, titled Descartes'
Error. In that book Damasio argued that Descartes had made the mistake
of trying to separate what in the brain is inseparable: the psychic (mind)
and the question anyway. They describe some very interesting functional
networks-"distributed, re-entrant" ones-which, they hypothesize,
have some powerful functional capacities (some already demonstrated
experimentally, many of them not yet). They also describe how such
networks are brain like in many ways. This is all important and exciting,
but it is still all just functional. The nagging question remains: How and
why do the feelings come in (other than as the usual mysterious,
unexplicated correlations)? Without an answer to that question, Edelman
and Tononi's discussion is just an exercise in hermeneutics. The
functional mechanism that correlates with feeling is interpreted as
actually being the feeling, and
hence as functionally explaining the feeling, whereas in reality it merely
explains the functions that are mysteriously correlated with the feeling,
nothing more. Edelman
and Tononi's network model is largely a mechanism for learning
categories. A mechanism with all the functional capacities the authors
attribute to their model will be an important contribution to cognitive
science if it can indeed be shown to have all those capacities. But that
is not what Edelman and Tononi are out to show here. In A
Universe of Consciousness they simply try to persuade the reader that
the functions of their network are somehow an explanation of feeling. The
locus of Edelman and Tononi's question begging can, like that of
Damasio's, now be pinpointed: An essential function of their model is
discrimination, and their treatment of discrimination is equivocal in
exactly the same way that Damasio's treatment of motions and emotions is. To discriminate is to be able to tell things apart. Psychophysicists speak about the JND, or `just noticeable difference"-the smallest sensory difference that people can feel. THERE IS ALSO THE WAY THAT: two-eared creatures locate sound sources by exploiting differences in the signals detected at each ear - the ITD's [ interaural time difference ] and IDL's [interaural level difference ] Feel?
But of course psychophysics, being an ordinary functional science like
all the others, really only deals with the smallest sensory difference
people can detect and respond to.
That could just as well apply to an optical transducer. The fact that it
also happens to feel like something
when one detects those differences is another matter, and Edelman and
Tononi's model comes no closer to explaining the how and why of that than
an optical transducer does. McGinn:
We Don't Have the Brains
COLIN MCGINN SUGGESTS THAT THE REASON OUR species must resort to question
begging in the face of the hard problem is that we just don't have the
brains to solve it. Now let us immediately concede that he could be right
about that-but by the same token, the creationists could be right, too.
There may be mysteries beyond the grasp of our intellects. But
why should the feeling-function problem be one of them? To make McGinn's
suggestion into anything more than an FEELING arbitrary conjecture, we
would have to answer a how-and-why question causal
power every bit as hard as the hard problem- They
lern itself, namely, how and why is the brain unable to solve the hard
problem? To this reader, McGinn's answers read like Just So stories,
leaving us no less mystified than we were before being informed that our
mystification was innate. The
brain does somehow cause feelings; no non dualist doubts that. The hard
part is explaining how and why. McGinn is declaring, positively (but non
demonstratively), that there is an answer, but it just happens to be one
that we are not equipped to grasp. By way of evidence, he gives examples
of other kinds of things that our brains are not equipped to grasp. We
cannot know, for instance, what it feels like to be a bat (with its extra
sonar sense), any more than someone born blind can know what it feels like
to see. But that's cheating! It amounts to saying that a certain feeling
is simply missing from the human repertoire, and that certain feeling is what
it feels like to know the solution to the feeling-function problem! At
the very least, to give his speculation some substance, McGinn would have
to give some hint of what the solution to the hard problem might look
like, and how and why it could be the solution, even though it did not feel
like the solution. For, on the face of it, all we are asking for is a
functional how-and-why explanation of something. Such explanations tend to
be objective ones, which do not depend on how they "feel" to you,
any more than the truth of a mathematical proof depends on whether or not
it feels true to you (as Descartes also noted, famously). If there is
indeed a functional explanation of feeling, it ought to be possible to at
least state it (and test it,
functionally), even if, because of our brain limitations, such a statement
would not be sufficient to dispel the attendant mystery about the hard
problem from our minds. But
perhaps McGinn means something even stronger: not just that we lack the
sense to see that something is a solution to the hard problem even when it
is staring us in the face, but that we even lack the means to state that solution. But that would be very odd, because it would be
a limit not just on the nature of our brains, but on the expressive power
of language and mathematics (both of which, though rooted in our brains,
have universal, brain-independent powers, too). I may not be able to feel
what it is like to be a bat, but surely I should be able to state all
the functional facts about it (in fact, that's exactly how we understand
the bat's sonar sense, and there is absolutely no mystery there, just a
feeling that we know perfectly well that we humans happen to lack). No,
I don't think McGinn's conjecture helps us with the hard question at all.
If the question is How and why do we feel? then his reply that we are not
equipped to know simply raises another question, just as hard: How and
why not? Before
leaving the hard problem and moving on to the two books that address
easier problems, I will venture an answer: It is not because we have the
wrong brains. It's because of the nature of functional explanation, the
nature of feeling, and possibly also the nature S HAVE NO of causality.
The only alternative to telekinesis (which gives feelings an r
of their own. independent causal power of their just are. own) is that feelings do not have an independent causal power of their own. They just are.
(We know they exist; that's not in dispute.) More over, they pose no
problem to the rest of science if they are merely epiphenomena, that is,
side effects of matter and energy, structure and function, not causes in
their own right. Make
no mistake: We are no less mystified by my own conclusion that the "function"
of feelings is merely decorative, but at least epiphenomenalism renders
moot any further how-and-why questions. And it implies that the reason
the hard problem is insoluble is that (1) telekinesis itself is false and
(2) feeling is immune to non telekinetic, functional explanation (hence
it is inexplicable). Tomasello: Pantomime vs. Propositions
THE
QUESTION TOMASELLO IS TRYING TO ANSWER IS unapologetically one of the
"easy" ones: How and why does our species, and no other, master
language? In the past, other theorists have begged the question of consciousness
by suggesting that having consciousness and having language are somehow
one and the same thing, but Tomasello will have no part of that view. He
recognizes that animals not only have feelings but that they are also very
smart. So in many ways the question about language is: How and why do we
differ from other animals in that respect? What is the functional
specialization that makes us capable of language, and them incapable? To
answer that question Tomasello studies the behavioral, social,
conceptual and communicative capacities of apes and of children both
before and after the age at which children acquire language. His
comparative studies implicate a few critical capacities: the capacity to
imitate others; the capacity to "mind-read" (to sense what
others are seeing, wanting or thinking); and the capacity to monitor and
coordinate joint attention with others (to sense that you and another
being are looking at or thinking about the same thing, and to sense that
the other being senses that too). (Damasio's
mechanisms for the sense of self would come in handy here.) No nonhuman
species has that set of capacities in full, and even human children do not
have it until the age when language usually begins. So Tomasello
concludes that those are the capacities that make up the functional basis
of language. These
findings are very important, and, as Tomasello shows, the capacities he
has isolated form a basis for human culture. But do they explain language?
Has Tomasello really pinpointed the functional basis for language (apart
from grammar), here? I would like to suggest that he has not. For human
language is, among other things, the capacity to express
any proposition with a string of symbols "The cat is on the mat,"
"Feeling cannot be explained functionally," "2 + 2 =
4" plus the capacity to understand
symbol strings as expressing propositions. But
if you look closely at the capacities Tomasello has singled out (and
even if you design a functional model that implements those capacities),
you will find that you have a mechanism that is capable of producing and
sharing social pantomime. Such a mechanism could act out present and
future scenes, draw people's attention to this or that, share all the
kinds ofdata that can be shared through this kind of joint activity-but
this does not provide a clue about how to get from pantomime to
propositions. Even acting out the cat's being on the mat is simply that: a
pantomime of the cat being on the mat, in much the way that the cat's
actually being on the mat is a pantomime of itself. In
short, entities with Tomasello's functional capacities remain in the analogue
world of events, copies of events, and reenactments. Such capacities may
well be necessary preconditions for language. But there is no language
proper until we make the transition from this analogue world of social
imitation to the arbitrary, symbolic world of propositions. Perhaps
Tomasello's functional resources need to be augmented with Edelman and
Tononi's category-learning network. If that network has the power they say
it does, it should be able to learn to detect and identify cats and mats
and ''
onness ''. So far that would just name
them. But if it can also string those names into propositions
that describe events and can be construed as either true or false,
then we may indeed be closer to the functional substrate for language
capacity. Fodor's
Skepticism about Explaining the Mind
GROUNDING LANGUAGE IN CATEGORY LEARNING, however, is an enterprise about
which our last author, Jerry Fodor, is somewhat skeptical. To understand
what Fodor is driving at, you have to know where he is coming from.
Although Fodor and McGinn are both philosophers, Fodor's work is in part
inspired by the monumental work on grammar by the linguist Noam Chomsky
of the Massachusetts Institute of Technology. Chomsky showed that much of
the human capacity for grammar, rather than being learned, arises from a
complex inborn structure in the brain.
Furthermore, that inborn "universal grammar" probably did not
evolve in the usual way, the way that fins or wings did; instead,
universal grammar has somehow been an intrinsic part of the structure of
matter ever since the big bang, or possibly even a necessary part of the
eternal Platonic world of logic and mathematics, constraining matter
whenever it is configured into a mechanism capable of language. Now,
this view of Chomsky's is highly controversial, but it has a great deal of
evidence supporting it. It does look as if universal grammar is not and
cannot be learned by the language-learning child (as Chomsky has long been
pointing out, the trial-and-error possibilities are far too large, and
the child's actual learning time and experience far too small); for
similar reasons, it is hard to imagine how universal grammar could have
evolved in the usual way (but that conclusion is perhaps not as firmly
based on evidence as the fact that universal grammar cannot be learned in
childhood). Fodor,
impressed by the innateness of one function of the mind, universal grammar,
generalizes to other functions that go far beyond the evidence for
universal grammar: Fodor thinks that most categories ("cat,"
"mat," "object," "number" and so forth) are
innate and unlearned, just as universal grammar is. All we learn is what
names to call them; their meanings are already innately in our heads, like
placeholders merely waiting for labels. If this is true, it is bad news
for Edelman and Tononi's category-learning networks, because it leaves
them precious little to do: most of the category structure of the world
would somehow have to be built into them in advance. But
is there any reason to believe that Fodor's assertion is true? Is there
any evidence that there are not examples enough, and time, for children (and
adults) to learn all the kinds of things there are in the concrete and
abstract world by trial and error, guided by feedback that indicates when
they get it right and wrong? I think there is no such evidence. But then
why does Fodor believe that what is true of grammar might be true of
meaning, too? THINK
THE ANSWER IS RELATED TO yet another "easy" problem, the symbol-grounding
problem: Symbols alone do not mean anything. Ignorant of Chinese, you
would look in vain for the meaning of any Chinese word in a Chinese-Chinese
dictionary: It's all in there, and yet it isn't! You look up a definition,
and it's just more meaningless symbols, even though, for a Chinese speaker
who does not know the meaning of that particular word but does know the
meaning of the words used to define it, the definition is enough to convey
the new meaning. This
example illustrates both the power and the limitation of language. In
principle, you can find out anything and everything from strings of words
expressing propositions, but you can't start from scratch: some of the
words have to be "grounded" in something other than just more
meaningless words. How are those basic words to be grounded? Edelman and
Tononi's networks, linked to the world through sensors and effectors,
sound like a good start, although one would be well-advised to build in
the functions Damasio describes for internal sensorimotor maps and the
self, as well as the functions Tomasello describes for social
communication. Such
a system would then ground some of its symbols directly, in the capacity
to detect, discriminate, categorize and manipulate the things they stand
for in the outside world. Other symbols could then be grounded indirectly,
through propositions that define them in terms of already grounded symbols. Fodor
thinks that kind of mechanism is a nonstarter, for pretty much the same
reason that the "associationism" of seventeenth-century
philosophers was a nonstarter: Thought and meaning arise not merely
through the association of "ideas." Thought has structure over
and above mere association in time and space. Symbols and computation
can perhaps capture some of the structure of thought, but Fodor, although
he is a functionalist and a computationalist (computation is his "language
of thought"), doubts that they can do the whole, job. His doubts are
based in part on worries about "holism" (the view that symbols
are local things,. but meanings are not) and in part on "abduction"
(how can a symbol system find the best theory to explain any set of data
unless the answers are all already built into it in advance?). So Fodor
would not believe in the computational component of such a hybrid symbol-grounding
system, either.
ARE THERE GROUNDS FOR ALL THIS SKEPTICISM ON Fodor's part about the only
explanatory resources that cognitive science has at its disposal? It is
certainly true that cognitive science has not even come close to solving
any of its "easy" problems, such as explaining the functional
basis of language or meaning or any other life-size piece of human
intellectual capacity or brain function. But it's also hard to know how
fast cognitive science ought to be explaining the mind, based on scientific
track records elsewhere. Edelman and Tononi have to be given the time to
demonstrate whether or not their networks can do what associationism could
not. Their networks are, after all, operating on sensorimotor and symbolic
inputs, not "ideas" (whatever those are). And
if symbols have their limitations, they also have their powers. No
one can say in advance what hybrid systems can or cannot accomplish if
their symbols are grounded in the sensorimotor world via category-learning
networks. Changing the definition of just one word in a dictionary
propagates "holistically" to every other definition in the
dictionary in which that word figures. Change the sensorimotor grounding
and the holistic effects could be even more dramatic. So
there's no a priori reason to doubt that the "easy" problems can
be solved using cognitive science's current functional tools. If what you
want to know, however, is how and why it feels
like something to be a system that has and exercises all those
remarkable functional capacities, I am afraid you will be disappointed.
That is one unsolved mystery we may all just have to learn to live with. STEVAN
HARNAD is a professor of cognitive science at the University of
Southampton in England. His papers on categorization, communication and
cognition are archived at cogsci.soton.ac.uk/harnad.
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