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公开(公告)号:US11501081B1
公开(公告)日:2022-11-15
申请号:US16731304
申请日:2019-12-31
Applicant: META PLATFORMS, INC.
Inventor: Prince Gill , Honglei Liu , Wenhai Yang , Kshitiz Malik , Nanshu Wang , David Reiss
Abstract: Exemplary embodiments relate to methods, mediums, and systems for moving language models from a server to the client device. Such embodiments may be deployed in an environment where the server is not able to provide modeling services to the clients, such as an end-to-end encrypted (E2EE) environment. Several different techniques are described to address issues of size and complexity reduction, model architecture optimization, model training, battery power reduction, and latency reduction.
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公开(公告)号:US11455555B1
公开(公告)日:2022-09-27
申请号:US16731321
申请日:2019-12-31
Applicant: META PLATFORMS, INC.
Inventor: Prince Gill , Honglei Liu , Wenhai Yang , Kshitiz Malik , Nanshu Wang , David Reiss
Abstract: Exemplary embodiments relate to methods, mediums, and systems for moving language models from a server to the client device. Such embodiments may be deployed in an environment where the server is not able to provide modeling services to the clients, such as an end-to-end encrypted (E2EE) environment. Several different techniques are described to address issues of size and complexity reduction, model architecture optimization, model training, battery power reduction, and latency reduction.
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公开(公告)号:US11651586B2
公开(公告)日:2023-05-16
申请号:US17224487
申请日:2021-04-07
Applicant: Meta Platforms, Inc.
Inventor: Fuchun Peng , Kun Han , Wenhai Yang , Cheng Zhang , Vivek Narayanan , Emmanouil Koukoumidis
IPC: G06F16/90 , G06F16/332 , G06F9/451 , G10L15/18 , G10L15/183 , G10L15/22 , G06F16/338 , G06F16/33 , G06N20/00 , G06F16/9535 , G06Q50/00 , H04L67/306 , G06F16/176 , G10L15/06 , G10L15/16 , G06F3/01 , G06F16/9032 , G06F16/2457 , H04L51/02 , G06F3/16 , G06K9/62 , G06N3/08 , G10L15/26 , G06F16/9038 , G06F16/904 , G06F40/30 , G06F40/40 , G06F16/22 , G06F16/23 , G06F7/14 , H04L43/0882 , H04L43/0894 , H04L12/28 , H04L41/00 , H04L41/22 , H04W12/08 , G10L15/07 , G10L17/22 , G06N3/006 , G10L17/06 , G06F16/248 , G06F16/951 , G06F16/242 , G06F16/2455 , G10L15/02 , G10L15/187 , G06V20/10 , G06V40/20 , G06F40/295 , H04L51/52 , H04L51/216 , H04L67/50 , H04L67/5651 , G06N7/00 , H04L51/18 , H04L67/75 , G06F16/903 , G06F40/205 , H04L67/10 , H04L51/046 , G10L13/00 , G10L13/04 , H04L67/53
CPC classification number: G06F16/3329 , G06F3/011 , G06F3/013 , G06F3/017 , G06F3/167 , G06F7/14 , G06F9/453 , G06F16/176 , G06F16/2255 , G06F16/2365 , G06F16/243 , G06F16/248 , G06F16/24552 , G06F16/24575 , G06F16/24578 , G06F16/338 , G06F16/3323 , G06F16/3344 , G06F16/904 , G06F16/9038 , G06F16/90332 , G06F16/90335 , G06F16/951 , G06F16/9535 , G06F40/205 , G06F40/295 , G06F40/30 , G06F40/40 , G06K9/6269 , G06N3/006 , G06N3/08 , G06N7/005 , G06N20/00 , G06Q50/01 , G06V20/10 , G06V40/28 , G10L15/02 , G10L15/063 , G10L15/07 , G10L15/16 , G10L15/183 , G10L15/187 , G10L15/1815 , G10L15/1822 , G10L15/22 , G10L15/26 , G10L17/06 , G10L17/22 , H04L12/2816 , H04L41/20 , H04L41/22 , H04L43/0882 , H04L43/0894 , H04L51/02 , H04L51/18 , H04L51/216 , H04L51/52 , H04L67/306 , H04L67/535 , H04L67/5651 , H04L67/75 , H04W12/08 , G06F2216/13 , G10L13/00 , G10L13/04 , G10L2015/223 , G10L2015/225 , H04L51/046 , H04L67/10 , H04L67/53
Abstract: In one embodiment, a method includes receiving an indication of a trigger action by a first user at a client system, wherein the trigger action is associated with a priming content object, identifying related content objects associated with the priming content object, selecting recommended content objects based on the priming content object, the related content objects, and profile information of the first user, wherein each of the selected recommended content objects comprises entity information of entities associated with the priming content object, and presenting content suggestions at the client system, wherein each content suggestion comprises one of the selected recommended content objects.
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公开(公告)号:US12198413B2
公开(公告)日:2025-01-14
申请号:US17227210
申请日:2021-04-09
Applicant: Meta Platforms, Inc.
Inventor: Brian Nelson , Vivek Natarajan , Shawn C. P. Mei , Wenhai Yang
IPC: G06F16/332 , G06F3/01 , G06F3/16 , G06F7/14 , G06F9/451 , G06F16/176 , G06F16/22 , G06F16/23 , G06F16/242 , G06F16/2455 , G06F16/2457 , G06F16/248 , G06F16/33 , G06F16/338 , G06F16/903 , G06F16/9032 , G06F16/9038 , G06F16/904 , G06F16/951 , G06F16/9535 , G06F18/2411 , G06F21/62 , G06F40/205 , G06F40/295 , G06F40/30 , G06F40/40 , G06N3/006 , G06N3/08 , G06N7/01 , G06N20/00 , G06Q50/00 , G06V10/764 , G06V10/82 , G06V20/10 , G06V40/20 , G10L15/02 , G10L15/06 , G10L15/07 , G10L15/16 , G10L15/18 , G10L15/183 , G10L15/187 , G10L15/22 , G10L15/26 , G10L17/06 , G10L17/22 , H04L5/02 , H04L12/28 , H04L41/00 , H04L41/22 , H04L43/0882 , H04L43/0894 , H04L51/02 , H04L51/18 , H04L51/216 , H04L51/52 , H04L67/306 , H04L67/50 , H04L67/5651 , H04L67/75 , H04W12/08 , G10L13/00 , G10L13/04 , H04L51/046 , H04L67/10 , H04L67/53
Abstract: In one embodiment, a method includes, by one or more computing systems, receiving, by an assistant xbot associated with the one or more computing systems, a user request for a content digest, retrieving one or more content objects corresponding to the user request, generating one or more slides for the one or more retrieved content objects, respectively, and providing, by the assistant xbot, instructions for presenting the content digest responsive to the request from the first user, wherein the content digest comprises the one or more slides, and wherein one or more of the slides of the content digest are removed from the content digest after a predetermined time period.
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公开(公告)号:US11688159B2
公开(公告)日:2023-06-27
申请号:US17224487
申请日:2021-04-07
Applicant: Meta Platforms, Inc.
Inventor: Fuchun Peng , Kun Han , Wenhai Yang , Cheng Zhang , Vivek Narayanan , Emmanouil Koukoumidis
IPC: G06F16/90 , G06F16/332 , G06F9/451 , G10L15/18 , G10L15/183 , G10L15/22 , G06F16/338 , G06F16/33 , G06N20/00 , G06F16/9535 , G06Q50/00 , H04L67/306 , G06F16/176 , G10L15/06 , G10L15/16 , G06F3/01 , G06F16/9032 , G06F16/2457 , H04L51/02 , G06F3/16 , G06K9/62 , G06N3/08 , G10L15/26 , G06F16/9038 , G06F16/904 , G06F40/30 , G06F40/40 , G06F16/22 , G06F16/23 , G06F7/14 , H04L43/0882 , H04L43/0894 , H04L12/28 , H04L41/00 , H04L41/22 , H04W12/08 , G10L15/07 , G10L17/22 , G06N3/006 , G10L17/06 , G06F16/248 , G06F16/951 , G06F16/242 , G06F16/2455 , G10L15/02 , G10L15/187 , G06V20/10 , G06V40/20 , G06F40/295 , H04L51/52 , H04L51/216 , H04L67/50 , H04L67/5651 , G06N7/00 , H04L51/18 , H04L67/75 , G06F16/903 , G06F40/205 , H04L67/10 , H04L51/046 , G10L13/00 , G10L13/04 , H04L67/53
CPC classification number: G06F16/3329 , G06F3/011 , G06F3/013 , G06F3/017 , G06F3/167 , G06F7/14 , G06F9/453 , G06F16/176 , G06F16/2255 , G06F16/2365 , G06F16/243 , G06F16/248 , G06F16/24552 , G06F16/24575 , G06F16/24578 , G06F16/338 , G06F16/3323 , G06F16/3344 , G06F16/904 , G06F16/9038 , G06F16/90332 , G06F16/90335 , G06F16/951 , G06F16/9535 , G06F40/205 , G06F40/295 , G06F40/30 , G06F40/40 , G06K9/6269 , G06N3/006 , G06N3/08 , G06N7/005 , G06N20/00 , G06Q50/01 , G06V20/10 , G06V40/28 , G10L15/02 , G10L15/063 , G10L15/07 , G10L15/16 , G10L15/183 , G10L15/187 , G10L15/1815 , G10L15/1822 , G10L15/22 , G10L15/26 , G10L17/06 , G10L17/22 , H04L12/2816 , H04L41/20 , H04L41/22 , H04L43/0882 , H04L43/0894 , H04L51/02 , H04L51/18 , H04L51/216 , H04L51/52 , H04L67/306 , H04L67/535 , H04L67/5651 , H04L67/75 , H04W12/08 , G06F2216/13 , G10L13/00 , G10L13/04 , G10L2015/223 , G10L2015/225 , H04L51/046 , H04L67/10 , H04L67/53
Abstract: In one embodiment, a method includes receiving an indication of a trigger action by a first user at a client system, wherein the trigger action is associated with a priming content object, identifying related content objects associated with the priming content object, selecting recommended content objects based on the priming content object, the related content objects, and profile information of the first user, wherein each of the selected recommended content objects comprises entity information of entities associated with the priming content object, and presenting content suggestions at the client system, wherein each content suggestion comprises one of the selected recommended content objects.
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