Using relevance feedback can significantly improve (ad hoc) retrieval effectiveness. Yet, if little feedback is available, effectively exploiting it is a challenge. To that end, we present a novel approach that utilizes document passages. Empirical evaluation demonstrates the merits of the approach. Categories and Subject Descriptors: H.3.3 [Information Search and Retrieval]: Retrieval models; Relevance feedback General Terms: Algorithms, Experimentation