Specificity of training is a term that refers to centering your training schedule around strengthening the muscles needed for that particular activity. Thus, a boxer hits a bag, a runner runs, and a cyclist rides a bike. Cross training is stepping away from muscle specific exercises and doing something different.
Nothing extremely heavy; as a runner I don't want to lug around excess weight or bulk. I benefit