For example, suppose I've data set and I want to perform a non-linear regression on the data set as follows:
$Y=B_1e^{B_2 X} + B_3$
and I found that if I exclude $B_3$ the $R^2$ increased also standard error of the regression decreased, can I exclude $B_3$?