In this work, the relation between input-to-state stability and integral input-to state stability is studied for linear infinite-dimensional systems with an unbounded control operator. Although a special focus is laid on the case L-infinity , general function spaces are considered for the inputs. We show that integral input-to-state stability can be characterized in terms of input-to-state stability with respect to Orlicz spaces. Since we consider linear systems, the results can also be formulated in terms of admissibility. For parabolic diagonal systems with scalar inputs, both stability notions with respect to L-infinity are equivalent.