document: Acquiring ontological knowledge from query logs We present a method for acquiring ontological knowledge using search query logs . We first use query logs to identify important contexts associated with terms belonging to a semantic category ; we then use these contexts to harvest new words belonging to this category . Our evaluation on selected categories indicates that the method works very well to help harvesting terms , achieving 85 % to 95 % accuracy in categorizing newly acquired terms .
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