Various? Aside from R-squared, what other GoF is there?
My point is that a noiseless nonlinear trend (e.g., parabolic, cubic) will "appear" as a noisy linear trend to linear regression because you're forcing a square peg into a round hole, regardless of how much actual choppiness there is.