Several extensions of the classical Cramer-Lundberg model to describe the surplus process of an insurance portfolio are considered, which allow for dependence among claim sizes and claim inter-occurrence times. Mainly focusing on the case of light-tailed claim size distributions, recent results on the sensitivity of various characteristics of these generalized risk processes on the degree of dependence are presented.