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> A child can make mistakes and (few shot) learn. A LLM can’t.

Considering that we literally call the process of giving an llm several attempts at a problem "few-shot reasoning", I do not understand your reasoning here.

And LLM absolutely can "gain acquire knowledge of or skill in (something)" of things within its context window (i.e. learning). And then you can bake those understandings in by making a LoRa, or further training.

If this is really your distinction that makes intelligence, the only difference between llms and human brains is that human brains have a built-in mechanism to convert short-term memory to long-term, and llms haven't fully evolved that.



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