This measure, however, does not necessarily reflect human perception of novelty given the prevalence of nonlinearity in human perception (Kingdom and Prins, 2009).
we explored the use of a simple nonlinear transformation of unseen word counts instead of the plain count ( Figure 2): where n is the number of new words and α, β and γ are parameters.