this post was submitted on 11 Feb 2024
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It's actually not that simple and it is correct that they have several times been observed using what we call reasoning
Ok, maybe I didn't make my point clear: Yes they can produce a text in which they reason. However, that reasoning mimics the reasoning found in the training data. The arguments a LLM makes and the stance it takes will always reflect its training data. It cannot reason counter to that.
Train a LLM on a bunch of english documents and it will suggest nuking Russia. Train it on a bunch of Russian documents and it will suggest nuking the West. In both cases it has learned to "reason", but it can only reason within the framework it has learned.
Now if you want to find a solution for world peace, I'm not saying that AI can't do that. I am saying that LLMs can't. They don't solve problems, they model language.
It will mimic the reasoning, just like an intelligence would mimic, with a lot more nuance and perspective than you seem to realise. It's just not very good at it.
What most people that try to explain how LLMs work don't understand, is why and how it works is not fully understood by the scientists and developers themselves. We keep discovering novel activity all the time.
As a side note, sorry you got downvoted. I like the discussion