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.
Learning to rank: from pairwise approach to listwise approach,
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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.