A click on this icon ensures that any points added to a path will be connected by Bézier curves rather than straight lines. The control points of these curves will lie at first near the middle of the line connecting the two endpoints, so that the curve appears originally as a straight line. By clicking on the next-but-one icon, though, you can move the control points to change the shape of the curve freely.
