Information is never 100% reliable no matter the source, but for LLMs certain types of information is less reliable than other types. Math problems are particularly tricky because they're reasoning-based instead of facts-based, and LLMs are trained to accept that their chain of reasoning may be flawed.

My takeaway is that if you just need to do calculations, use a calculator.