The q/d gradient runs in both directions. The distinction between query and document vector modification runs deep through the literature of Salton’s students. Rocchio did the most to analyze vector modification strategies using RelFbk, but his intent was for query modification purposes rather than vector modification. Rocchio’s algorithm is now used, as these algorithms have been “recast as linear classification by treating the query as a classifier” [Lewis et al., 1996].