公开(公告)号：US11030515B2

公开(公告)日：2021-06-08

申请号：US15394869

申请日：2016-12-30

Applicant: Google Inc.

Inventor： Tobias Kaufmann ,  Anjuli Kannan

IPC: G06N3/04 ,  G06N3/00 ,  G06F40/30 ,  G06F40/56 ,  H04L12/58

Abstract: Methods and apparatus related to determining a semantically diverse subset of candidate responses to provide for initial presentation to a user as suggestions for inclusion in a reply to an electronic communication. Some of those implementations determine the semantically diverse subset of candidate responses based on generating, over a neural network response encoder model, embeddings that are each based on one of the plurality of the candidate responses. The embedding based on a given candidate response may be compared to embedding(s) of candidate response(s) already selected for the subset, and the given candidate response added to the subset only if the comparing indicates a difference criterion is satisfied.

公开(公告)号：US20180189628A1

公开(公告)日：2018-07-05

申请号：US15394869

申请日：2016-12-30

Applicant: Google Inc.

Inventor： Tobias Kaufmann ,  Anjuli Kannan

IPC: G06N3/00 ,  H04L12/58 ,  G06N3/04

CPC classification number: G06N3/006 ,  G06F17/2785 ,  G06F17/2881 ,  G06N3/04 ,  G06N3/0445 ,  H04L51/02 ,  H04L51/36

Abstract: Methods and apparatus related to determining a semantically diverse subset of candidate responses to provide for initial presentation to a user as suggestions for inclusion in a reply to an electronic communication. Some of those implementations determine the semantically diverse subset of candidate responses based on generating, over a neural network response encoder model, embeddings that are each based on one of the plurality of the candidate responses. The embedding based on a given candidate response may be compared to embedding(s) of candidate response(s) already selected for the subset, and the given candidate response added to the subset only if the comparing indicates a difference criterion is satisfied.

公开(公告)号：US10079785B2

公开(公告)日：2018-09-18

申请号：US14620630

申请日：2015-02-12

Applicant: Google Inc.

Inventor： Phillip Neal Sharp ,  Prabhakar Raghavan ,  Thompson Alexander Ivor Gawley ,  Balint Miklos ,  Karol Kurach ,  Tobias Kaufmann ,  Gregory Sean Corrado ,  László Lukács

IPC: H04L12/58 ,  G06F17/24 ,  G06F17/28 ,  G06Q10/10 ,  H04L29/08 ,  G06F17/30 ,  G06Q50/00

CPC classification number: H04L51/02 ,  G06F16/355 ,  G06F17/248 ,  G06F17/2881 ,  G06N20/00 ,  G06Q10/107 ,  G06Q50/01 ,  H04L67/22

Abstract: Methods and apparatus related to determining reply content for a reply to an electronic communication. Some implementations are directed generally toward analyzing a corpus of electronic communications to determine relationships between one or more original message features of “original” messages of electronic communications and reply content that is included in “reply” messages of those electronic communications. Some implementations are directed generally toward providing reply text to include in a reply to a communication based on determined relationships between one or more message features of the communication and the reply text.

公开(公告)号：US20160156579A1

公开(公告)日：2016-06-02

申请号：US14557307

申请日：2014-12-01

Applicant: Google Inc.

Inventor： Tobias Kaufmann

IPC: H04L12/58

CPC classification number: H04L51/22 ,  H04L51/12

Abstract: Messages in a first and second plurality of messages are respectively classified using a first and second classifier into message categories in a set of message categories, with messages in the first and second plurality of messages being associated with message reputation carriers in a plurality of message reputation carriers. The classified messages are delivered to recipients and message category correction events are collected. Correction weights are determined for correction types associated with the set of message categories using the initial message categorizations and the category correction events. At least a subset of the calculated correction weights is used to determine a probability or likelihood that a particular message reputation carrier in the plurality of carriers is associated with a first message category in the set of message categories. The particular carrier is whitelisted to the first message category when the calculated probability or likelihood satisfies a whitelisting criterion.

Abstract translation: 第一和第二多个消息中的消息分别使用第一和第二分类器分组成一组消息类别中的消息类别，第一和第二多个消息中的消息与多个消息信誉中的消息信誉载体相关联 承运人 分类的消息被传递给收件人，并且收集消息类别校正事件。 使用初始消息分类和类别校正事件来确定与消息类别集合相关联的校正类型的校正权重。 计算的校正权重的至少一个子集用于确定多个载波中的特定消息信誉载体与该组消息类别中的第一消息类别相关联的概率或可能性。 当所计算的概率或似然率满足白名单准则时，特定载波被列入第一消息类别。

公开(公告)号：US09940318B2

公开(公告)日：2018-04-10

申请号：US14986644

申请日：2016-01-01

Applicant: Google Inc.

Inventor： Balint Miklos ,  Julia Proskurnia ,  Luis Garcia Pueyo ,  Marc-Allen Cartright ,  Tobias Kaufmann ,  Ivo Krka

IPC: G06F17/24 ,  G06F17/27

CPC classification number: G06F17/248 ,  G06F17/243 ,  G06F17/2735 ,  G06F17/30958

Abstract: Methods, apparatus, systems, and computer-readable media are provided for generating and applying outgoing communication templates. In various implementations a corpus of outgoing communications sent by a user may be grouped into a plurality of clusters based on one or more attributes of a context of the user. One or more segments of each outgoing communication of a particular cluster may be classified as fixed in response to a determination that a count of occurrences of the one or more segments across the particular cluster satisfies a criterion. One or more remaining segments of each communication of the particular cluster may or may not be classified as transient. Based on sequences of classified segments associated with each communication of the particular cluster, an outgoing communication template may be generated to automatically populate at least a portion of a draft outgoing communication being prepared by the user.

公开(公告)号：US09749277B1

公开(公告)日：2017-08-29

申请号：US14574272

申请日：2014-12-17

Applicant: Google Inc.

Inventor： Tobias Kaufmann ,  Andrew Dai

IPC: H04L12/58

CPC classification number: H04L51/22 ,  H04L51/12

Abstract: A method assigns categories to electronic messages. Users assign labels to messages received from multiple senders. The user-assigned labels are aggregated into a co-occurrence matrix whose axes correspond to the plurality of senders. Each matrix entry measures the extent to which users have assigned identical user-assigned labels to the pair of senders. Using the co-occurrence matrix, a latent vector is computed for each sender. A user re-categorizes a message received from a first sender, assigning the message to a first category. One or more second senders are identified that are similar to the first sender. Similarity of senders is measured by proximity of the latent vectors corresponding to the senders. One or more second messages are identified from the second senders, and the user is presented with the suggestion to reclassify the second messages under the first category. Upon user confirmation, the second messages are reclassified.

公开(公告)号：US20170192953A1

公开(公告)日：2017-07-06

申请号：US14986644

申请日：2016-01-01

Applicant: Google Inc.

Inventor： Balint Miklos ,  Julia Proskurnia ,  Luis Garcia Pueyo ,  Marc-Allen Cartright ,  Tobias Kaufmann ,  Ivo Krka

IPC: G06F17/24 ,  G06F17/27

CPC classification number: G06F17/248 ,  G06F17/243 ,  G06F17/2735 ,  G06F17/30958

Abstract: Methods, apparatus, systems, and computer-readable media are provided for generating and applying outgoing communication templates. In various implementations a corpus of outgoing communications sent by a user may be grouped into a plurality of clusters based on one or more attributes of a context of the user. One or more segments of each outgoing communication of a particular cluster may be classified as fixed in response to a determination that a count of occurrences of the one or more segments across the particular cluster satisfies a criterion. One or more remaining segments of each communication of the particular cluster may or may not be classified as transient. Based on sequences of classified segments associated with each communication of the particular cluster, an outgoing communication template may be generated to automatically populate at least a portion of a draft outgoing communication being prepared by the user.

公开(公告)号：US20160241493A1

公开(公告)日：2016-08-18

申请号：US14620630

申请日：2015-02-12

Applicant: Google Inc.

Inventor： Phillip Neal Sharp ,  Prabhakar Raghavan ,  Thompson Alexander Ivor Gawley ,  Balint Miklos ,  Karol Kurach ,  Tobias Kaufmann ,  Gregory Sean Corrado ,  Làszló Lukács

IPC: H04L12/58 ,  H04L29/08

CPC classification number: H04L51/02 ,  G06F17/248 ,  G06F17/2881 ,  G06F17/3071 ,  G06Q10/107 ,  G06Q50/01 ,  H04L67/22

Abstract: Methods and apparatus related to determining reply content for a reply to an electronic communication. Some implementations are directed generally toward analyzing a corpus of electronic communications to determine relationships between one or more original message features of “original” messages of electronic communications and reply content that is included in “reply” messages of those electronic communications. Some implementations are directed generally toward providing reply text to include in a reply to a communication based on determined relationships between one or more message features of the communication and the reply text.

Abstract translation: 与确定对电子通信的回复的回复内容相关的方法和装置。 一些实施方式通常指向分析电子通信语料库以确定电子通信的“原始”消息的一个或多个原始消息特征与包括在那些电子通信的“回复”消息中的回复内容之间的关系。 一些实施方式通常指向提供答复文本以包括在基于通信的一个或多个消息特征与回复文本之间确定的关系的对通信的回复中。