Remove Architecture Remove Calculus Remove Flexibility
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What Is ChatGPT Doing … and Why Does It Work?

Stephen Wolfram

It’s not obvious that it would be feasible to find the path of the steepest descent on the “weight landscape” But calculus comes to the rescue. It turns out that the chain rule of calculus in effect lets us “unravel” the operations done by successive layers in the neural net. There are several key parts.

Computer 145
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ChatGPT Gets Its “Wolfram Superpowers”!

Stephen Wolfram

And in the end, as we’ll discuss later, that’s a more flexible and powerful way to communicate. But then mathematical notation was invented, and math took off—with the development of algebra, calculus, and eventually all the various mathematical sciences. But it doesn’t work unless the Wolfram Language code is exactly right.

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Even beyond Physics: Introducing Multicomputation as a Fourth General Paradigm for Theoretical Science

Stephen Wolfram

And in the end, maybe it just takes a different kind of “chemical observer” (and maybe one more embedded in the system and operating at a molecular scale) to be able to understand the “overall architecture” of many of the molecular computations that go on in biology. (By How can one make a multicomputational model for this process?

Physics 65
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Multicomputation: A Fourth Paradigm for Theoretical Science

Stephen Wolfram

And in the end, maybe it just takes a different kind of “chemical observer” (and maybe one more embedded in the system and operating at a molecular scale) to be able to understand the “overall architecture” of many of the molecular computations that go on in biology. (By How can one make a multicomputational model for this process?