Hot melt polyurethane adhesive compositions which are solid at room temperature and capable of being cured by moisture are obtained by combining isocyanate-functionalized polyurethane prepolymers and hollow polymeric microspheres. The adhesive compositions exhibit enhanced green strength, shortened open time and reduced densities as compared to analogous adhesives that are not modified with hollow polymeric microspheres.