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I found that the frontier models surprisingly struggled to do basic arithmetic

LLM = Large *Language* Model.

They are designed to do language prediction, not logical deduction.

Attempting to extract truth or accuracy or facts or intelligence from a probabilistic algorithm is an exercise in frustration.