Formally, we need to find a snippet generator g * that can maximize the expected ratio of the snippet pairs with consistent perceived relevance: (1) In this paper, a set of judged queries will be used to train g * .
for the training queries, we have document relevance judgments will be approximated by a similarity score between the query and the snippet.