Yeah, but as you might expect they internally represent numbers probabilistically, so there’s always a nonzero possibility of confusing the inputs or outputs of any operation. Kind of like misremembering your multiplication tables.

I would say purposeful misremembering. The LLM can be run with zero temperature after all.

I don't think anybody is arguing that LLMs do math better than a traditional processor