Comparisons between LLMs and calculators were made earlier in this thread.
That reminded me of this paper https://arxiv.org/abs/2507.19960 which explores these sorts of comparisons. I find that it provides a helpful framework for analysing the relationship between LLMs and cognition. Cheers, Teo
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