This is clearly a classification problem which requires arriving at a binary decision for each entity in D (belonging to S or not).
in practice, the problem is often solved as a ranking problem, i.e., ranking the entities in D based on their likelihoods of belonging to S. The classic method for solving this problem is based on distributional similarity (Pantel et al.