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公开(公告)号：US10042845B2
公开(公告)日：2018-08-07
申请号：US14928331
申请日：2015-10-30
发明人： Mohammad Shafkat Amin , Baoshi Yan , Craig Martell , Vita Markman , Anmol Bhasin
摘要： This disclosure provides systems and methods for determining a classification model for a secondary language different from a primary language. A social networking server is configured to obtain primary language content written in a first spoken language and secondary language content written in a second spoken language. The social networking server further obtains a machine translation of the primary language content. The social networking server then determines an initial language model from the machine translation. The social networking further determines a language model perturbation using the initial language model, where the language model perturbation accounts for a difference between the machine translation and the secondary language content. The social networking server also determines a classification model from the initial language model and the language model perturbation, which is then applied to a plurality of comments associated with an item of interest provided by a social networking service.
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公开(公告)号：US11210286B2
公开(公告)日：2021-12-28
申请号：US15939824
申请日：2018-03-29
发明人： Majid Yazdani , Alexander Chiocchi , Craig Martell , Muhieddine El Kaissi , Xiao Bao , Sanjay Kshetramade
IPC分类号： G06F16/242 , G06F16/951 , G06F16/248 , G06F16/25
摘要： A method is provided. The method comprises receiving a search query that is part of a search conversation, the search query in an unstructured format; identifying a first list of facets with a first list of associated values from the search query; deriving a second list of facets with a second list of associated values from the first list of facets based on a context of the search query within the search conversation; generating a database query based on the second list of facets with the second list of associated values; causing a database search with the database query; transmitting a search result of the database search to a sender of the search query, wherein the method is performed by one or more computing devices.
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公开(公告)号：US09886498B2
公开(公告)日：2018-02-06
申请号：US14523357
申请日：2014-10-24
发明人： Arpit Amar Goel , Uri Merhav , Vitaly Gordon , Kin Fai Kan , Craig Martell
CPC分类号： G06F17/30684 , G06F17/277 , G06F17/30303 , G06Q10/10 , G06Q50/01
摘要： A title standardization system is may be configured to detect an edit operation associated with the job title field of a member profile stored by an on-line social network system and, in response, perform operations to derive a canonical title that represents a raw title string found in the job title field. The derived canonical title may be then associated with the member profile, in which the originally-obtained subject title string was found. This association may be stored in a database for future use, e.g., for targeting job recommendations, recruiting, making professional contacts, as well as for other purposes.
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公开(公告)号：US10885593B2
公开(公告)日：2021-01-05
申请号：US14735022
申请日：2015-06-09
发明人： Fan Yang , Craig Martell , Dan Shacham
摘要： Hybrid classification system and method are described. The method commences when an input detector detects a raw input string that represents a value of a category in a member profile maintained by the on-line social network. The machine learning classifier derives a standardized value corresponding to the raw input string. The trigger module provides the raw input string to the correcting filter. The correcting filter determines a corrected standardized value corresponding to the raw input string based on the raw input string and a corrective rule. The label module then identifies the member profile as associate with the corrected standardized value.
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公开(公告)号：US10044655B2
公开(公告)日：2018-08-07
申请号：US14926651
申请日：2015-10-29
发明人： Craig Martell , Daniel Wong , Ganesan Venkatasubramanian , Lifeng Sang , Maulin Patel , Mohammad Shafkat Amin , Shivakumar Edayathumangalam Raman , Siddharth Agarwal , Vicente Barbosa da Silveira
摘要： This disclosure relates to systems and methods that include receiving media content from a content submitter, classifying the media content by initiating one of synchronous classification and asynchronous classification based on a type of the media content, generating a media content certificate based on the media type, the certificate including results of the classification, storing the media content certificate with the media content, and filtering the media content based on at least one of an identity of the content submitter, the results of the classification, and the media content including malicious content.
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公开(公告)号：US11481387B2
公开(公告)日：2022-10-25
申请号：US15939908
申请日：2018-03-29
发明人： Majid Yazdani , Alexander Chiocchi , Craig Martell , Muhieddine El Kaissi , Xiao Bao , Sanjay Kshetramade
IPC分类号： G06F16/00 , G06F16/242 , G06F16/951 , G06F16/248 , G06F16/25
摘要： A method is provided. The method comprises receiving, from a user device, a current search query that is in an unstructured format; after receiving the current search query from the user device, retrieving a corresponding current list of facets with a current list of associated values and a context of the current search query, the context comprising a previous search query from the user device and a corresponding previous list of facets with a previous list of associated values; determining a group of actions on one or more of the current list of facets with the current list of associated values and the previous list of facets with the previous list of associated values based on the current search query; creating an updated list of facets with an updated list of associated values based on the group of actions; generating a database query based on the updated list of facets with the updated list of associated values; causing a database search with the database query; transmitting a search result of the database search to the user device, wherein the method is performed by one or more computing devices.
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