experimented with changing the weighting scheme, mainly focusing on prioritizing rare vs. frequent words, and has shown significant differences in short-sentence comparison results.
in the sections below we compare the original LSA weighting scheme with our new scheme based on LSAspec: we replace the weight parameter a w and the implicit weight contained in the length of each word vector (by normalizing it) with the specificity value of LSAspec.