Various adhesive compositions are described which may optionally comprise one or more active agents such as pharmaceutical agents. The incorporation of one or more absorbents in combination with one or more crystallization inhibitors improves adhesive characteristics of the compositions. Also described are related methods of improving adhesive characteristics of adhesive compositions with the use of a combination of absorbent and inhibitor. Also described are related methods of using the compositions and articles incorporating such compositions.