Specifically, we describe a number of different experiments improving on the AA system presented in<cite> Yannakoudakis et al. (2011)</cite> ; AA is treated as a rank preference supervised learning problem and ranking Support Vector Machines (SVMs) (Joachims, 2002) are used to explicitly model the grade relationships between scripts.