This modification magnifies the contribution to each sense depending on the rank of the neighbour while still allowing a neighbour to contribute to all senses that it relates too.
the gains over the random baseline are greater at lower entropy levels indicating that the merits of detecting the skew of the distribution cannot all be due to lower polysemy levels.