Yeah, I agree, I would not use number of neurons/synapses/dendrides/etc as the number of parameters that can be compared to LLM parameters. These are very different systems. It's like comparing apples and oranges 🙂
Comparing Neural Parameters to LLM Parameters: Apples and Oranges
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