I am comparing the predictive power of two regression models. RMSE gain is $13\%$ using a full model compared to reduced one on the test set. I do not want to compromise on model complexity hence wondering if $13\%$ is significant enough to use full model.
Correction: RMSE for full model is $.13$ whereas for reduced one is $.15$. Any feedback would be highly appreciated.