Disclosed are various embodiments of generating item recommendations. A user submitted query associated with a category of items in an electronic repository is received, each of the items being associated with reviews. Reviews relevant to the user submitted query are identified. Reviews relevant to the user submitted query are displayed with a user voting element. The user voting element allows a user to vote whether the review is relevant to the user query. Further relevance to the user submitted query is determined based at least upon the vote.