In order to calculate similarities, contexts are weighted using the variant of PPMI advocated by Levy, Goldberg, and Dagan (2015), where cds is applied with α = 0.75.
accordingly, Turney explicitly uses a different procedure where a separate Spearman's ρ is calculated between the model scores and the scores of each participant.