Question: what is the formula for standard error of regression?
Answer: The important thing about adjusted R-squared is that: Standard error of the regression = (SQRT(1 minus adjusted-R-squared)) x STDEV. S(Y). So, for models fitted to the same sample of the same dependent variable, adjusted R-squared always goes up when the standard error of the regression goes down.