Yes, you typically have approximately fixed relative error (given tensor shapes). If you have 1e-5ish relative error with 1e0ish and now have operands are 1e5ish then the error can get 1e0ish.
You could compare to the same computation with .double() to see which is closer, but in the end there isn’t that much you can do.
Best regards
Thomas