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by _glass
394 days ago
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I think it is important to realize, that we need to understand language on our own terms. The logic of LLMs is not unlike alien technology to us. That being said, the minimalist program of Chomsky lead to nowhere, because just like programming, it found edge case after edge case, reducing it further and further, until there was no program anymore that resembled a real theory. But it is wrong to assume that the big progress in linguistics is in vain, the same reason Prolog, Theorem provers, type theory, category theory is in vain, when we have LLMs that can produce everything in C++. We can use the technology of linguistics to ground our knowledge, and in some dark corner of the LLM it might already have integrated this. I think the original divide between the sciences and the humanities might be deeper and more fundamental than we think. We need linguistic as a discipline of the humanities, and maybe huge swaths of Computer Science is just that. |
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Now LLMs made a big breakthrough that they showed we can do decent fuzzy reasoning in practice. But at the cost of nobody understanding the underlying process formally.
If we had a good unified (formal) theory of fuzzy reasoning, we could build models that reason better (or at least more predictably). But we won't get a better theory by scaling the existing models, I think Chomsky is right about that.
We lack the goal, not the means. If I am asking LLM a question, what answer do I want? A playfully creative one? A strictly logical one? A pleasingly sycophantic one? A harshly critical one? An out of the box devil's advocate one? A beautiful one? A practical one? We have no clue how to express these modes in logical reasoning.