AUTOMATIC EXTRACTION OF MULTILINGUAL DICTIONARY ITEMS FROM NON-PARALLEL, MULTILINGUAL, SEMI-STRUCTURED DATA
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Abstract
User interfaces receive a first plurality of user queries and result sets that are in a category, exhibit a constraint, and exhibit user behavior. Also received are a second plurality of user queries and result sets that that are in the category, exhibit the constraint, and exhibit user behavior. The second user queries and results are received either from a plurality of user interfaces coupled to a second system, or from the second system itself. Responsive to detecting that the first plurality of user queries and result sets and the second plurality of user queries and result sets satisfy respective thresholds, a signal indicates that at least one of the first plurality of user queries and at least one of the second plurality of user queries are translations of each other.
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Citations
21 Claims
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1. (canceled)
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2. A method of machine translation comprising:
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receiving at a second publication system, from a first publication system, in a first language, a first plurality of user queries for a product, and a first plurality of result sets in the first language responsive to the first plurality of user queries, respective ones of the first plurality of result sets evoking a respective set of implicit user behaviors; receiving, at the first publication system, in the second language, from the second publication system, a second plurality of user queries for a product, and a second plurality of result sets in the second language that are responsive to the second plurality of user queries, respective ones of the second plurality of result sets evoking a respective set of implicit user behaviors; detecting a number of the first plurality of result sets that evoke implicit positive user behaviors; detecting a number of the second plurality of result sets that evoke implicit positive user behaviors; detecting that the number of the first plurality of result sets that evoke implicit positive user behaviors and the number of the second plurality of sets that evoke implicit positive user behaviors each satisfies a respective threshold; and responsive to detecting that the number of first plurality of result sets that evoke implicit positive user behaviors and the number of second plurality of result sets that invoke implicit positive user behaviors each satisfies a respective threshold, providing an indication that a query of the first plurality of user queries and a query of the second plurality of user queries are likely to be translations of each other. - View Dependent Claims (3, 4, 5, 6, 7, 8)
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9. One or more computer-readable hardware storage device having stored therein a set of instructions which, when executed by one or more processors of a computer, causes the computer to execute operations comprising:
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receiving at a second publication system, in a first language, from a first publication system, a first plurality of user queries for a product; and
a first plurality of result sets in the first language responsive to the first plurality of user queries, respective ones of the first plurality of result sets evoking a respective set of implicit user behaviors;receiving, at the first publication system, in a second language, from the second publication system, a second plurality of user queries for a product, and a second plurality of result sets in the second language that are responsive to the second plurality of user queries, respective ones of the second plurality of result sets evoking a respective set of implicit user behaviors; detecting a number of the first plurality of result sets that evoke implicit positive user behaviors; detecting a number of the second plurality of result sets that evoke implicit positive user behaviors; detecting that the number of the first plurality of result sets that evoke implicit positive user behaviors in response to the first plurality result sets and the number of the second plurality of sets that evoke implicit positive user behaviors in response to the second plurality of result sets each satisfies a respective threshold; and responsive to detecting that the number of first sets of implicit positive user behaviors and the number of second sets of implicit positive user behaviors each satisfies a respective threshold, providing an indication a query of the first plurality of user queries and a query of the second plurality of user queries are likely to be translations of each other. - View Dependent Claims (10, 11, 12, 13, 14, 15)
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16. A system comprising one or more hardware processors configured to:
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receive at a second publication system, from a first publication system in a first language, a first plurality of user queries for a product, and a first plurality of result sets in the first language responsive to the first plurality of user queries, wherein respective ones of the first plurality of result sets evoke a respective set of implicit user behaviors; receive, at the first publication system, from the second publication system, in a second language, a second plurality of user queries for a product in a second language, and a second plurality of result sets in the second language that are responsive to the second plurality of user queries, wherein respective ones of the second plurality of result sets evoke a respective set of implicit user behaviors; detect, by a user behavior module of a machine translation application at the second publication system, a number of the first plurality of result sets that evoke implicit positive user behaviors; detect, by a user behavior module of a machine translation application at the first publication system a number of the second plurality of result sets that evoke implicit positive user behaviors; detect, by a decision application that the number of the first plurality of result sets that evoke implicit positive user behaviors and the number of the second plurality of sets that evoke implicit positive user behaviors each satisfies a respective threshold; and responsive to detection that the number of first sets of implicit positive user behaviors in response to the first plurality result sets and the number of second sets of implicit positive user behaviors in response to the second plurality of result sets each satisfies a respective threshold, provide an indication that a query of the first plurality of user queries and a query of the second plurality of user queries are likely to be translations of each other. - View Dependent Claims (17, 18, 19, 20, 21)
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Specification