To get an idea of how well the collocational and lexical features perform, the correlations in Table 2 can be compared to the average correlation between the Examiners' scores reported by<cite> Yannakoudakis et al. (2011)</cite> , which give an upper bound of 0.80 while the All models with more than three bins obtain a correlation of at least 0.75.