1. A computer-implemented method for using a commercial intent-driven click feedback value in sponsored search, comprising: aggregating, using a computer, at least one training model dataset, the training model dataset containing at least a history of clicks for an advertisement; selecting, using a computer, from the at least one training model dataset, at least one clicked slate, the clicked slate comprising a set of displayed ads where at least one of the displayed ads received a click; and calculating, using a computer, the commercial intent-driven click feedback value for a subject advertisement, said calculating using the at least one clicked slate, and the at least one training model dataset.