you need to add a few more keyframes.   you can change the interpolation type, but adding in some more keyframes  is an answer. you can also add keyframes to do an ease-in ease-out  motion where the arm moves slowly at the start and end but accellerates during the movement.

Any tutorial on keyframe animation will work for poser.