Regression Analysis, R Squared, Pseudo R Squared, Adjusted R Squared, Deviance.
consequence of this fact is that adding regression variables to nonlinear models can reduce R². Overall, R² or Adjusted-R² should not be used for judging the goodness-of-fit of nonlinear regression model. For nonlinear models, there have been a range of alternatives proposed for the humble R².