Mark Waser wrote:
What is "meaning" to a computer? Some people would say that no machine can
know the meaning of text because only humans can understand language.

Nope. I am *NOT* willing to do the Searle thing. Machines will know the meaning of text (i.e. understand it) when they have a coherent world model that they ground their usage of text in.
...
But note that in this case "world model" is not a model of the same world that you have a model of. The will definitely have different sensors and different goals. E.g., they might be directly sensitive to system "signals" and totally insensitive to kinesthetic. I.e., they might be able to directly sense a mouse position, or an i/o port state, but lack any intrinsic binding of those to a kinesthetic model. An optional binding would be something else, of course, but imagine such a machine with access to a midi-card and a mic. Is there any particular reason to presume that it would find harmonious the same sounds that you do? (Well, yes. Harmony is a mathematical property. Whether it would desire harmony is less clear. See Stockhausen and John Cage.)

Now an early stage AI of this variety would not have a world model that corresponded closely to that of a person. E.g., it's "physical world" wouldn't really exist. The "real world" would be limited to "non-removable senses", so nothing that was connected, say, via a USB port would count (unless it was always both connected and on). This included video cameras...which it could have, but wouldn't be "built-in", and would be subject to being replaced and ending up on different "ports". And if there were a pair of them, the direction that they were pointing would probably be independently variable, as would the distance between them. At a later stage it might well be given control of them, on movable arms that it could also control, rather like a Pierson's Puppeteer. Touch is less obvious about how to handle, but it's being worked on.

But note that these sensory devices are just that, sensory devices that it can use, and which can be added or removed. This yields a very different world model than that with which people develop. One in which "reality" adheres to the internal states and not to the externalities. The external world will forever be a "calculation device", and consciously known to be so. (This is unlike people where it's also a calculation device, but where it is generally only intellectually known that the state of the world as reported by the sensors is largely an artifact of the sensors. [And if you doubt that, consider a visit to the dentist. With and without anesthetic.])

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