Google Inc.

Vladislav Schogol

Mark Edward Epstein

James Robert MacGill

Yegor N Bryukhov

This document describes, among other things, a computer-implemented method. The method can include obtaining a plurality of text samples that each include one or more terms belonging to a first class of terms. The plurality of text samples can be classified into a plurality of groups of text samples. Each group of text samples can correspond to a different sub-class of terms. For each of the groups of text samples, a sub-class context model can be generated based on the text samples in the respective group of text samples. Particular ones of the sub-class context models that are determined to be similar can be merged to generate a hierarchical set of context models. Further, the method can include selecting particular ones of the context models and generating a class-based language model based on the selected context models.

Clustering classes in language modeling

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for managing search results. In one aspect, a method includes receiving a set of search results. The set of search results is responsive to a search query received from a user. The method includes determining whether the search query is a navigational query or an exploratory query. The method also includes determining a number of search results to be presented to the user depending on whether the search query is determined to be a navigational query or an exploratory query.

Managing search results

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for interpreting search queries. In one aspect, a method includes receiving a search query. The method also selects a disambiguated interpretation of the search query based on analysis of stored search queries and analysis of stored responses of users having a similar characteristic as the user that initiated the search query. The method also provides a set of the search results. The set is selected based on the disambiguated interpretation of the search query.

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Brooklyn, NY, United States of America

Vladislav Schogol