On every putt (especially the short putts), we are inclined to watch the ball roll toward the hole. When we do this the ball knows and will do its best to miss the hole.
Looking up changes our alignment and the impact conditions significantly.
Listen for the ball to go into the hole. It prefers that you do this and will be better behaved.