Using an approach similar to that of <cite>Brown et al. (1992)</cite> , each 'target word '1 wi in the corpus was represented as a vector in which each component j is the probability that any one word position in a 'context window' will be occupied by a 'context word' wj, given that the window is centred on word wi.