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Over recent decades, concept mapping has been used as a valuable learning and teaching tool. Several types of scoring methods for concept map based assessment have been developed. In this paper, we describe the development of an automatic scoring framework that implements those techniques. We contribute a design that uses semantic Web technologies for both the management and the scoring of the concept maps.