If you don't draw large enough, then you will not have enough paper to cover the negative space.
Good compositions have good overlapping, not too much negative space, but not too crowded either. They have large sized plants put on in an interesting way. Be sure to arrange your composition carefully before gluing it down!
Test yourself: Which of the selected student images below have the stronger compositions?