In this paper,a new technique is introduced to obtain non-uniform Berry-Esseen bounds for normal and nonnormal approximations by unbounded exchangeable pairs.This technique does not rely on the concentration inequalities developed by Chen and Shao[4,5]and can be applied to the quadratic forms and the general Curie-Weiss model.