Adding pairwise comparison features between an item and its neighbors in the search ranking improves offline MRR for eBay search by 3-5 percent, with neighborhood size 3 performing best.
Query chains: learning to rank from implicit feedback,
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Influence of Neighborhood on the Preference of an Item in eCommerce Search
Adding pairwise comparison features between an item and its neighbors in the search ranking improves offline MRR for eBay search by 3-5 percent, with neighborhood size 3 performing best.