I don’t think comparing a LLM to a calculator is necessarily apt. If anything i'd say you can use these LLM's as a reflection of you. If you think Alabama has an R. Then it's not maths fault it tries to find an answer that matches your persistence, especially since I'm sure somewhere in its training set alabamer exists.