Position-Aware ListMLE: A Sequential Learning Process for Ranking


ListMLE is a state-of-the-art listwise learning-torank algorithm, which has been shown to work very well in application. It defines the probability distribution based on Plackett-Luce Model in a top-down style to take into account the position information. However, both empirical contradiction and theoretical results indicate that ListMLE cannot well… (More)


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