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公开(公告)号:US20170322923A1
公开(公告)日:2017-11-09
申请号:US15146061
申请日:2016-05-04
Applicant: Google Inc.
Inventor: Lucas Gill Dixon , Peter Junteng Liu , Ambarish Jash , Deepa Vivekanandan , Christopher John Adams , Andrew Mingbo Dai
CPC classification number: G06N5/04 , G06F17/274 , G06F17/2785 , G06N3/0445 , G06N3/0454 , G06N3/08
Abstract: A computer-implemented technique can include obtaining a vector-based language model associating elements of an unlabeled corpus that have similar meanings, training a machine-learning classifier using the vector-based language model and a labeled corpus of text that has been annotated as having a particular level of abusiveness, obtaining a text, determining a prediction for the text using the machine-learning classifier, the prediction being indicative of a level of abusiveness of the text, and based on the level of abusiveness of the text, selectively outputting a recommended action with respect to the text.
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公开(公告)号:US09774553B2
公开(公告)日:2017-09-26
申请号:US14557310
申请日:2014-12-01
Applicant: Google Inc.
Inventor: Ivo Krka , Itamar Gilad , Karol Kurach , Andrew Dai , Liam MacDermed , Peter Junteng Liu , Balint Miklos , Alexandru Damian
Abstract: Systems and methods are provided for organizing messages. A plurality of messages is communicated to a user with a designation of the message category of each respective message in the plurality of messages. The plurality of messages includes, for each respective message category in a plurality of message categories, at least one message in the respective message category. A user selection of a first message in the plurality of messages is received, whereupon a subset of the plurality of messages similar to the first message is selected based upon respective comparisons of continuous vector representations of (i) a set of words in the first message and (ii) a corresponding set of words in messages in the subset of messages. An identification of each respective message in the subset of messages is then displayed.
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公开(公告)号:US20160156580A1
公开(公告)日:2016-06-02
申请号:US14557310
申请日:2014-12-01
Applicant: Google Inc.
Inventor: Ivo Krka , Itamar Gilad , Karol Kurach , Andrew Dai , Liam MacDermed , Peter Junteng Liu , Balint Miklos , Alexandru Damian
IPC: H04L12/58
Abstract: Systems and methods are provided for organizing messages. A plurality of messages is communicated to a user with a designation of the message category of each respective message in the plurality of messages. The plurality of messages includes, for each respective message category in a plurality of message categories, at least one message in the respective message category. A user selection of a first message in the plurality of messages is received, whereupon a subset of the plurality of messages similar to the first message is selected based upon respective comparisons of continuous vector representations of (i) a set of words in the first message and (ii) a corresponding set of words in messages in the subset of messages. An identification of each respective message in the subset of messages is then displayed.
Abstract translation: 提供系统和方法来组织消息。 多个消息通过多个消息中的每个相应消息的消息类别的指定被传送给用户。 对于多个消息类别中的每个相应消息类别,多个消息包括相应消息类别中的至少一个消息。 接收多个消息中的第一消息的用户选择,由此基于对(i)第一消息中的一组单词的连续矢量表示的相应比较来选择与第一消息相似的多个消息的子集。 和(ii)消息子集中的消息中相应的一组单词。 然后显示消息子集中每个相应消息的标识。
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