This is a fair point. Things like arithmetic either work or they don't. Is partial credit issued as a linear interpolation between the predicted value and expec

This is a fair point. Things like arithmetic either work or they don't. Is partial credit issued as a linear interpolation between the predicted value and expected value? If not, then you necessarily will have step-like behavior in the data.