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The Semantics Differentiation of Minds and Machines

John David Funge writes "In Dr David Ellerman's book Intellectual Trespassing as a Way of Life there are a number of interesting essays. But there is one particular essay, entitled "The Semantics Differentiation of Minds and Machines," that caught my attention and which should be of interest to Slashdot readers. In that essay Dr Ellerman claims that "after several decades of debate, a definitive differentiation between minds and machines seems to be emerging into view." In particular, Dr Ellerman argues that the distinction between minds and machines is that while machines (i.e., computers) make excellent symbol manipulation devices, only minds have the additional capacity to ascribe semantics to symbols." Read the rest of John's review. Intellectual Trespassing as a Way of Life author David P. Ellerman pages 290 pages publisher Rowman & Littlefield Publishers, Inc. rating 7 reviewer John David Funge ISBN 0847679322 summary Dramatic changes or revolutions in a field of science are often made by outsiders or "trespassers".

However, Dr Ellerman's argument appears circular. In particular, Dr Ellerman seems to have decided that, by definition, the only possible semantic interpretation for any collection of wires, capacitors, transistors, etc. that we would commonly refer to as a "computer" is as nothing more than a symbol manipulation device. While a computer is indeed (at the very least) a symbol manipulation device, what is there to prevent another mind ascribing additional semantic interpretations to the collection of wires, capacitors, transistors, etc. that we commonly refer to as a "computer"? In particular, what if my mind were willing to make the semantic interpretation that a computer is a device that can both manipulate symbols and can also ascribe semantics to symbols.

Moreover, what if I one day met a collection of blood vessels, skin, bones, etc. called Dr Ellerman? What would prevent me from ascribing to him the semantic interpretation that he is nothing more than a symbolic manipulation device? After all, Dr Ellerman concedes that their may be no way of distinguishing minds from machines purely on the basis of behavior. That is he specifically acknowledges that computers may one day pass the Turing test. So why would my mind not then be able to legitimately ascribe any semantic interpretation (that fits the observed behavior) I see fit to either humans or machines?

It seems that Dr Ellerman's essay considers two different types of physical devices that are potentially indistinguishable on the basis of behavior. Then arbitrarily defines one type of device (computers) to correspond to nothing more than symbolic manipulation and the other (human brains) to have the additional ability to ascribe semantics. Upon adopting these two axioms, he is then (somewhat unsurprisingly) able to conclude there is a distinction! But the distinction simply arises from the fact that he has arbitrarily defined a distinction in the first place.

In another essay in the collection, entitled "Trespassing against the Happy Consciousness of Orthodox Economics," Dr Ellerman argues that modern Western societies are not as free from slavery as orthodox economics would have us believe. In particular, he concludes that work in non-democratic firms is nothing less than a form of "temporary voluntary slavery". It would be ironic therefore if his essay on minds and machines were one day used to justify the slavery of (non-human) machines. Indeed, Dr Ellerman's characterization of the supposed intrinsic differences between humans and machines is sadly reminiscent of the despicable and unscientific arguments about intrinsic racial differences that were once used to justify human slavery."
You can purchase Intellectual Trespassing as a Way of Life from bn.com. Slashdot welcomes readers' book reviews -- to see your own review here, read the book review guidelines, then visit the submission page.

17 of 271 comments (clear)

  1. Machine Learning of Semantic Relations by Baldrson · · Score: 5, Interesting
    Peter Turney's Learning Analogies and Semantic Relations falsifies the Ellerman's assertion that semantics is out of the reach of engineering. Turney's more recent Human-Level Performance on Word Analogy Questions by Latent Relational Analysis (Warning: PDF) shows an engine performing about as well as college-bound seniors taking the SAT verbal analogies test.

    For a review of Peter Turney's group's accomplishment see "AI Breakthrough or the Mismeasure of Machine?"

    1. Re:Machine Learning of Semantic Relations by Urusai · · Score: 2, Interesting

      The term "semantics" seems to be misused to indicate some notion external to the machine's system in an attempt to ascribe special abilities to the human intellect, sort of like how the "soul" is used to connect humanity to the divine. Semantics are expressed simply as a system of conversion between one system and another. How this becomes mystified in relation to computers is that the second system is the natural world, about which computers have little knowledge, lacking natural senses and innate evaluative systems. I argue that semantics are no more inaccessible to computers than compilation, which translates one symbolic notation to its semantically equivalent machine code. You can design more sophisticated symbolic translation systems, such as the one involved with proofs of correctness, and clearly you can automate them. The big problem of such (and of AI in general) is that the problem space is so vast that deterministic methods cannot traverse them in a reasonable amount of time. Humans develop a heuristic method of culling improbable or useless states. I predict that we will eventually have something developed likewise for computers...it's in fact inevitable, since it is entirely possible to emulate the human mind synapse by synapse. The trick in such an emulative approach is that the human mind is both terribly fallible, and it takes years to reach a productive level of discipline. OK, now I'm just babbling...

  2. Re:What?! by Ardeocalidus · · Score: 2, Interesting
    I believe that, while computers are a long way from it, artificial intelligence will eventually be able to properly attribute and understand symbols and symbolism.

    Part of it comes from an animal's and a human's instinct of matrixing, or interpreting input to formulate the situation. If there is a shake in the bushes, an animal will watch and try to decipher the form of a friend or of a foe. The same goes for symbolism in society. We attribute meanings to symbols because its in our nature to do so. It allows us to understand them. The real question is whether or not computers will ever gain the ability to matrix information.

    In a sort of unrelated note, one of the past SD articles (http://developers.slashdot.org/article.pl?sid=06/ 01/20/0611209) spoke about human's mind filters, which filter down outside information to what we need for survival. The same goes for human matrixing. We see what we need to see and make sense of it.

  3. Review seems poorly written by nexarias · · Score: 4, Interesting
    I don't think the reviewer has demonstrated adequate mastery of the subject (artificial intelligence) and its present studies. For example, the problem of assigning meaning to symbols is a BIG one, and the defining of computers as symbol manipulators is NOT arbitrary. This problem first arose when Thomas Hobbes talked of the mind as a symbol manipulator and Descartes rubbished his argument, pointing out the problem of Original Meaning (how symbols come to indicate this or that in the first place).

    Computers as symbol manipulators is also an idea that arose from John Searle's "Chinese Room argument". Perhaps one of the best contemporary discussions is by John Haugeland in his book "Ariticial Intelligence: The Very Idea".

    Overall, a seemingly immature review of the book. Disappointing.

  4. "Only humans can..."? Can even humans? by Impy+the+Impiuos+Imp · · Score: 3, Interesting

    The AI community has suggested that what humans believe is some kind of "deep understanding" is nothing of the sort. We have just learned to push symbols around, too.

    Consider the "deep understanding" of simple mathematics. But is your instant recall of 6 x 8 (assuming you can) anything deep, or just memorized, along with the symbol pushing to mechanically figure out tougher problems?

    The problem lies in tying up a "symbol" in the mind (which may be more than literally a string of characters. However, it is an object) and something "out there". That's the tough issue, not the symbol pushing itself, necessarily.

    --
    (-1: Post disagrees with my already-settled worldview) is not a valid mod option.
  5. Pot, meet Kettle by Artifakt · · Score: 3, Interesting

    "After all, Dr Ellerman concedes that their may be no way of distinguishing minds from machines purely on the basis of behavior."
    "It seems that Dr Ellerman's essay considers two different types of
    physical devices that are potentially indistinguishable on the basis
    of behavior. "


    It seems that the reviewer considers both mind and brain to both be purely physical things, and indeed synonyms - Physical devices that are thus potentially indistinguishable on the basis of behavior. Upon adopting this axiom, he is then (somewhat unsurprisingly) able to conclude there is no distinction! But the lack of a distinction simply arises from the fact that he has arbitrarily defined amind and brain into a single category in the first place.

    Review translated: Trust me, I don't have any underlieing assumptions like he does, so I'm right and he's wrong, PH33R MY L33T PH1L0S0PHY SKILZ!

    --
    Who is John Cabal?
    1. Re:Pot, meet Kettle by Fordiman · · Score: 2, Interesting

      "Mind" is a concept, or rather, a collection of concepts. Most specifically, it's a way of saying "The processes, concepts, reactions and behaviors occuring within a brain"'

      To that end, no a computer doesn't have a mind, per se. We haven't written a good one for them yet.

      --
      110100 1101000 1101000 1100110 0 1101111 1101000 1100011 1
  6. This is religion, not science by dmoen · · Score: 3, Interesting

    The "intelligent design" crowd is a group of people who, for religious reasons, refuse to believe that human beings and animals belong to the same category. Since it's inconceivable that humans evolved from non-human animals, the theory of evolution must be overthrown, and another theory erected in its place.

    There is a similar thing going on with people who study how the human mind works. Some people, for religious reasons, refuse to believe that human beings and machines belong to the same category. Humans have souls, and machines do not. Therefore, a computer can never be programmed to have all the qualities of the human mind. It's harder to see this as a religious issue, since some of the people who hold this position are atheists who claim not to believe in souls or the supernatural. But what makes this a religious issue is that there is no amount of scientific evidence that can ever convince these people otherwise.

    Anyway, the two camps have been arguing about this forever. It's impossible for a member of one camp to "convert" a member of the opposite camp using rational argument. So they resort to insults. People in the "strong ai" camp accuse the other camp of being Cartesian dualists, or believing in a supernatural soul. People in the "dualist" or "mysterian" camp accuse the strong ai folks of denying the existence of human consciousness and self awareness. According to the dualists, strong ai folk believe that humans are just machines, so humans can't be conscious in any real sense, don't have free will, and can't be morally responsible for their own actions. Some (stupid) strong ai folks even agree with these insults directed against them, which makes the debate more complicated, and more infuriating. The issue of moral responsibility, which is always bubbling under the surface of these debates, shows how this is really a religious issue at a deeper level.

    For the record, I am a strong ai person who believes that human beings are deterministic machines who have consciousness, free will, and moral responsibility.

    If you would like to read some good books that back up my position, see:
    - How the brain works, by Pinker
    - Freedom evolves, by Dennett

    Doug Moen

    --
    I have written a truly remarkable program which this sig is too small to contain.
    1. Re:This is religion, not science by dmoen · · Score: 2, Interesting

      Dennett is a materialist. He believes that machines can in principle be built that have consciousness, because there is no fundamental distinction between humans and machines: humans and machines are both made of matter, and their properties derive entirely from their structure and the properties of matter. In the book that I cited, Dennett argues that free will is compatible with determinism, and he argues that free will is not an all or nothing proposition. Humans were not created, ab initio, by God, with free will already installed. Instead, we evolved from lower animals. So free will must also have evolved, in stages.

      --
      I have written a truly remarkable program which this sig is too small to contain.
  7. All in how you look at it.... by NiteShaed · · Score: 4, Interesting

    Talking about machine intelligence is tricky in that we generally only consider *human* intellegence (which makes sense considering that's what we are). In John Varley's "Steel Beach", he suggested The Invaders (a mysterious species of aliens) might not consider humans an intelligent species, but looked at us as just another engineering species like bees, meaning intelligence is really dependant on your point of view. What we're really talking about when most people say Artificial Intelligence is actually more an issue of Artificial Humanity.

    --
    Some bring out the best in others, some the worst. Some bring out far more.
  8. Dijkstra quote by Kintalis · · Score: 2, Interesting
    One of my favorite Edsger Dijkstra quotes:
    "The question of whether a computer can think is no more interesting than the question of whether a submarine can swim."
    -K
  9. Re:Just like Organic vs. Inorganic chem. by Anonymous+Cow+herd · · Score: 2, Interesting
    People are born with a simple set of pre-defined behaviours. Your brain knows how to operate your organs and sensory devices. It knows how to recieve feedback from those devices. But that is all. Everything else is learned via an instintual desire to understand one's own environment.

    Wrong, wrong wrong. The blank slate theory is a misguided attempt to pollute science with a bunch of feel-good egalitarian crap, and should be placed in the same category as Intelligent Design.

    --
    Ita erat quando hic adveni.
  10. Sure are a lot of zombies in this thread... by tiltowait · · Score: 2, Interesting

    Am I the only one here with internal experiences? Eveyone else seems to readily equate the mind with a machine.

    Don't get me wrong, I don't believe in mystical powers or anything. I accept the need for physical verificationism and the primacy of matter, and am a fan of Ockham's razor.[1] But there are some phenomenological properties of my experiences that sure ain't physical.

  11. not the "proper" term by Trepidity · · Score: 2, Interesting

    That is a term for it, and the distinction is more cultural and historical than scientific. European research into this collection of areas often is called "semiotics", and has a particular tradition. Anglosphere research into such areas has another tradition, and the term "semiotics" is rarely heard. Instead, various portions of such research take place under the aegis of "linguistics" (incl. semantics, and studying more than just traditional languages), "philosophy of language", "philosophy of mind", and "cognitive science".

  12. Re:mind vs brain-The Analog Hole. by ColdDimSum · · Score: 2, Interesting

    The problem with that theory is that computers actually *are* analog at the bottom, we just hide as much of the analog behavior as possible through clever tricks. It also ignores the fact that there are such things as analog computers: http://en.wikipedia.org/wiki/Analog_computer And it also ignores the possibility of quantum computers becoming viable in the not-too-distant future. Most scientists (seem to) believe that the 'mind' is emergent from the 'brain' using purely classical electrical, chemical, and physical processes. I believe that in the next 10-20 years this view will be proven incorrect and that we will uncover some (possibly subtle) quantum-level interactions going on in there that will explain, on some level, why we seem to be beings of perception that isn't sufficiently explained by purely classical physics. The 'stuff' of the universe looking back at itself. Knowing that our spark of consciousness relies on some quantum-mechanical process wouldn't really explain anything but it would give us some deeper insight into what it means to be made of the magical stuff of the universe that is energy (and the matter that it creates).

  13. Re:False presumption by radtea · · Score: 2, Interesting

    Semantics are associations between symbols.

    Semantics are actions. "Associations between symbols" is mathematics, and pure mathematics at that: a closed universe of symbols that can be manipulated according to rules. Semantics, on the other hand, is what the symbols impel us to do. Speech is, of course, action, so semantics can impel us to argue, as well as running away, juggling, seducing (well, not anyone on /.) or whatever.

    What something means is what we do, how we act, when we grasp the meaning.

    This is not an argument against AI. In fact, it is an argument for it: when we give our machines a range of behaviour that extends beyond pure symbol manipulation (robots) we open the door to true intelligence that is indistinguishable from carbon-based intelligence. AI work that deals purely with symbol manipulation is useful but focussing on only a tiny fraction of the problem: most of our intelligence, like most of our communication capacity, is non-verbal.

    --
    Blasphemy is a human right. Blasphemophobia kills.
  14. Re:mind vs brain-The Analog Hole. by poopdeville · · Score: 2, Interesting

    Sorry, computers, and the brain, are digital at the "bottom." See http://en.wikipedia.org/wiki/Planck_length -- nevermind that the brain works through chemical reactions on finitely many molecules.

    --
    After all, I am strangely colored.