公开(公告)号：US11062084B2

公开(公告)日：2021-07-13

申请号：US16020148

申请日：2018-06-27

Applicant: Microsoft Technology Licensing, LLC

Inventor： Jeffrey William Pasternack ,  Arpit Dhariwal ,  Bing Zhao ,  Nimesh Madhavan Chakravarthi ,  Nandeesh Channabasappa Rajashekar

IPC: G06F40/247 ,  G06F16/22 ,  G06F3/0482 ,  H04W4/12

Abstract: Techniques for generating diverse smart replies using a synonym hierarchy are disclosed herein. A computer system may detect that a first set of one or more messages having first content has been transmitted from a first computing device of a first user to a second computing device of a second user, determine a plurality of candidate replies based on the first content of the first set of one or more messages, and then select a plurality of smart replies from the plurality of candidate replies using a hierarchical graph data structure and at least one diversity rule. The selecting of the plurality of smart replies comprises omitting at least one of the plurality of candidate replies from selection based on the at least one diversity rule, which limits a number of the plurality of smart replies that have a common parent node.

公开(公告)号：US10680978B2

公开(公告)日：2020-06-09

申请号：US15884772

申请日：2018-01-31

Applicant: Microsoft Technology Licensing, LLC

Inventor： Adam Leon ,  Nandeesh Channabasappa Rajashekar ,  Nimesh Chakravarthi ,  Jeffrey William Pasternack ,  Birjodh Tiwana ,  Arpit Dhariwal ,  Bing Zhao

IPC: G06F15/16 ,  H04L12/58 ,  G06F3/0484 ,  G06Q50/00 ,  G06F3/0488

Abstract: Disclosed are systems, methods, and non-transitory computer-readable media for generating recommended responses based on historical data. A messaging system receives a message as part of a communication session between a first client device and a second client device. The message originated from the first client device. The messaging system determines, using the message as input in a statistical model, a set of candidate responses for replying to the message. The statistical model was generated based on historical message data transmitted as part of previous communication sessions between a plurality of client devices. The set of candidate responses is a subset of a set of available candidate responses. The messaging system determines, based on a set of candidate selection rules, a subset of the candidate responses yielding a set of recommended responses to the message, and causes the set of recommended responses to be presented on the second client device.

公开(公告)号：US20210312126A1

公开(公告)日：2021-10-07

申请号：US17352978

申请日：2021-06-21

Applicant: Microsoft Technology Licensing, LLC

Inventor： Jeffrey William Pasternack ,  Arpit Dhariwal ,  Bing Zhao ,  Nimesh Madhavan Chakravarthi ,  Nandeesh Channabasappa Rajashekar

IPC: G06F40/247 ,  G06F16/22 ,  G06F3/0482 ,  H04W4/12

Abstract: Techniques for generating diverse smart replies using a synonym hierarchy are disclosed herein. A computer system may detect that a first set of one or more messages having first content has been transmitted from a first computing device of a first user to a second computing device of a second user, determine a plurality of candidate replies based on the first content of the first set of one or more messages, and then select a plurality of smart replies from the plurality of candidate replies using a hierarchical graph data structure and at least one diversity rule. The selecting of the plurality of smart replies comprises omitting at least one of the plurality of candidate replies from selection based on the at least one diversity rule, which limits a number of the plurality of smart replies that have a common parent node.

公开(公告)号：US10785181B2

公开(公告)日：2020-09-22

申请号：US15847304

申请日：2017-12-19

Applicant: Microsoft Technology Licensing, LLC

Inventor： Arpit Dhariwal ,  Christopher Szeto ,  Qianru Zhang ,  Jesse Jyh-Cherng Hsia ,  Birjodh Tiwana ,  Haiyang Liu ,  Kurt Mcculloch

IPC: H04L12/58 ,  G06N20/00 ,  G06F16/951

Abstract: Described herein is a technique to facilitate the sharing of a content item presented in a content feed of a social networking service. Upon detecting that a member has selected an option to share a content item, a content sharing interface is presented. The content sharing interface includes options share the content item publically via a content feed, and privately via a messaging service. The content sharing interface provides a ranked list of recommended recipients, where the recommended recipients in the list are selected and ordered based on several factors, including factors relating to the relationship between the sharing member and the recommended recipients, as well as factors relating to the subject matter of the content item and the likelihood that a recommended recipient would be interested in the content item.

公开(公告)号：US20200004825A1

公开(公告)日：2020-01-02

申请号：US16020148

申请日：2018-06-27

Applicant: Microsoft Technology Licensing, LLC

Inventor： Jeffrey William Pasternack ,  Arpit Dhariwal ,  Bing Zhao ,  Nimesh Madhavan Chakravarthi ,  Nandeesh Channabasappa Rajashekar

IPC: G06F17/27 ,  H04W4/12 ,  G06F3/0482 ,  G06F17/30

Abstract: Techniques for generating diverse smart replies using a synonym hierarchy are disclosed herein. A computer system may detect that a first set of one or more messages having first content has been transmitted from a first computing device of a first user to a second computing device of a second user, determine a plurality of candidate replies based on the first content of the first set of one or more messages, and then select a plurality of smart replies from the plurality of candidate replies using a hierarchical graph data structure and at least one diversity rule. The selecting of the plurality of smart replies comprises omitting at least one of the plurality of candidate replies from selection based on the at least one diversity rule, which limits a number of the plurality of smart replies that have a common parent node.

公开(公告)号：US10721190B2

公开(公告)日：2020-07-21

申请号：US16051050

申请日：2018-07-31

Applicant: Microsoft Technology Licensing, LLC

Inventor： Bing Zhao ,  Jeffrey William Pasternack ,  Nandeesh Channabasappa Rajashekar ,  Nimesh Madhavan Chakravarthi ,  Chung Yu Wang ,  Arpit Dhariwal

IPC: H04L12/58 ,  G06N7/00 ,  G06K9/62 ,  G06N20/00

Abstract: Disclosed are systems, methods, and non-transitory computer-readable media for a sequence to sequence to classification model for generating recommended messages. A messaging system generates, using a sequence to sequence encoder, an embedding vector from a message being transmitted as part of a communication session, the sequence to sequence encoder having been trained based on historical message data that includes messages transmitted between users of the messaging system. The messaging system determines, based on the embedding vector, a set of candidate responses for replying to the first message, the set of candidate responses being a subset of a set of available responses. The messaging system selects, from the set of candidate responses, a set of recommended responses to the first message, and causes the set of recommended responses to be presented by a client device of a recipient user of the first message.

公开(公告)号：US20200007475A1

公开(公告)日：2020-01-02

申请号：US16019925

申请日：2018-06-27

Applicant: Microsoft Technology Licensing, LLC

Inventor： Jeffrey William Pasternack ,  Christopher Szeto ,  Arpit Dhariwal

IPC: H04L12/58 ,  G06F17/30

Abstract: Techniques for generating smart replies involving image files are disclosed herein. In some example embodiments, a computer system detects that a first message comprising a first image file has been transmitted from a first computing device of a first user to a second computing device of a second user, and generates a first plurality of smart replies based on a first embedding vector of the first image file, where the first embedding vector of the first image file is based on at least one of first textual metadata of the first image file, first image data of the first image file, and a first set of query text used by a first set of users in a first set of searches that resulted in the first image file being included in a first set of transmitted messages.

公开(公告)号：US20190124019A1

公开(公告)日：2019-04-25

申请号：US15884772

申请日：2018-01-31

Applicant: Microsoft Technology Licensing, LLC

Inventor： Adam Leon ,  Nandeesh Channabasappa Rajashekar ,  Nimesh Chakravarthi ,  Jeffrey William Pasternack ,  Birjodh Tiwana ,  Arpit Dhariwal ,  Bing Zhao

IPC: H04L12/58 ,  G06F3/0484

Abstract: Disclosed are systems, methods, and non-transitory computer-readable media for generating recommended responses based on historical data. A messaging system receives a message as part of a communication session between a first client device and a second client device. The message originated from the first client device. The messaging system determines, using the message as input in a statistical model, a set of candidate responses for replying to the message. The statistical model was generated based on historical message data transmitted as part of previous communication sessions between a plurality of client devices. The set of candidate responses is a subset of a set of available candidate responses. The messaging system determines, based on a set of candidate selection rules, a subset of the candidate responses yielding a set of recommended responses to the message, and causes the set of recommended responses to be presented on the second client device.

公开(公告)号：US11658926B2

公开(公告)日：2023-05-23

申请号：US16019925

申请日：2018-06-27

Applicant: Microsoft Technology Licensing, LLC

Inventor： Jeffrey William Pasternack ,  Christopher Szeto ,  Arpit Dhariwal

IPC: H04L51/046 ,  G06F16/58 ,  G06F16/532 ,  G06F16/951 ,  G06F16/56 ,  H04L51/10

CPC classification number: H04L51/046 ,  G06F16/532 ,  G06F16/56 ,  G06F16/5866 ,  G06F16/951 ,  H04L51/10

Abstract: Techniques for generating smart replies involving image files are disclosed herein. In some example embodiments, a computer system detects that a first message comprising a first image file has been transmitted from a first computing device of a first user to a second computing device of a second user, and generates a first plurality of smart replies based on a first embedding vector of the first image file, where the first embedding vector of the first image file is based on at least one of first textual metadata of the first image file, first image data of the first image file, and a first set of query text used by a first set of users in a first set of searches that resulted in the first image file being included in a first set of transmitted messages.

公开(公告)号：US11334714B2

公开(公告)日：2022-05-17

申请号：US17352978

申请日：2021-06-21

Applicant: Microsoft Technology Licensing, LLC

Inventor： Jeffrey William Pasternack ,  Arpit Dhariwal ,  Bing Zhao ,  Nimesh Madhavan Chakravarthi ,  Nandeesh Channabasappa Rajashekar

IPC: G06F40/247 ,  G06F16/22 ,  G06F3/0482 ,  H04W4/12

Abstract: Techniques for generating diverse smart replies using a synonym hierarchy are disclosed herein. A computer system may detect that a first set of one or more messages having first content has been transmitted from a first computing device of a first user to a second computing device of a second user, determine a plurality of candidate replies based on the first content of the first set of one or more messages, and then select a plurality of smart replies from the plurality of candidate replies using a hierarchical graph data structure and at least one diversity rule. The selecting of the plurality of smart replies comprises omitting at least one of the plurality of candidate replies from selection based on the at least one diversity rule, which limits a number of the plurality of smart replies that have a common parent node.