公开(公告)号：US20240331058A1

公开(公告)日：2024-10-03

申请号：US18623449

申请日：2024-04-01

Applicant: Meta Platforms, Inc

Inventor： Shivani Poddar ,  Seungwhan Moon ,  Paul Anthony Crook ,  Rajen Subba

IPC: G06Q50/00 ,  G06F3/01 ,  G06F3/16 ,  G06F9/451 ,  G06F9/48 ,  G06F9/54 ,  G06F16/332 ,  G06F16/9032 ,  G06F16/9536 ,  G06F18/2321 ,  G06F40/205 ,  G06F40/242 ,  G06F40/253 ,  G06F40/295 ,  G06F40/30 ,  G06F40/35 ,  G06F40/56 ,  G06N3/04 ,  G06N3/045 ,  G06N3/047 ,  G06N3/08 ,  G06N20/00 ,  G06Q10/109 ,  G06Q30/0601 ,  G06V10/20 ,  G06V10/764 ,  G06V10/82 ,  G06V20/00 ,  G06V20/20 ,  G06V20/30 ,  G06V20/40 ,  G06V40/16 ,  G06V40/20 ,  G10L15/06 ,  G10L15/08 ,  G10L15/16 ,  G10L15/18 ,  G10L15/22 ,  G10L15/30 ,  G10L15/32 ,  H04L51/18 ,  H04L51/212 ,  H04L51/222 ,  H04L51/224 ,  H04L51/52 ,  H04L67/306 ,  H04L67/75 ,  H04N7/14

CPC classification number: G06Q50/01 ,  G06F3/011 ,  G06F3/013 ,  G06F9/453 ,  G06F9/485 ,  G06F9/4862 ,  G06F9/4881 ,  G06F9/547 ,  G06F16/3329 ,  G06F16/90332 ,  G06F16/9536 ,  G06F18/2321 ,  G06F40/205 ,  G06F40/242 ,  G06F40/253 ,  G06F40/295 ,  G06F40/30 ,  G06F40/35 ,  G06F40/56 ,  G06N3/04 ,  G06N3/045 ,  G06N3/047 ,  G06N3/08 ,  G06N20/00 ,  G06Q10/109 ,  G06Q30/0603 ,  G06Q30/0631 ,  G06Q30/0633 ,  G06Q30/0643 ,  G06V10/255 ,  G06V10/764 ,  G06V10/82 ,  G06V20/00 ,  G06V20/20 ,  G06V20/30 ,  G06V40/16 ,  G06V40/25 ,  G10L15/063 ,  G10L15/08 ,  G10L15/16 ,  G10L15/1815 ,  G10L15/1822 ,  G10L15/22 ,  G10L15/30 ,  G10L15/32 ,  H04L51/18 ,  H04L51/212 ,  H04L51/222 ,  H04L51/224 ,  H04L51/52 ,  H04L67/306 ,  H04L67/75 ,  H04N7/147 ,  G06F3/017 ,  G06F3/167 ,  G06V20/41 ,  G06V40/174 ,  G06V2201/10 ,  G10L2015/0631 ,  G10L2015/088 ,  G10L2015/223 ,  G10L2015/227 ,  G10L2015/228

Abstract: In one embodiment, a method includes receiving, at a client system, an audio input, where the audio input comprises a coreference to a target object, accessing visual data from one or more camera associated with the client system, where the visual data comprises images portraying one or more objects, resolving the coreference to the target object from among the one or more objects, resoling the target object to a specific entity, and providing, at the client system, a response to the audio input, where the response comprises information about the specific entity.

公开(公告)号：US11966986B2

公开(公告)日：2024-04-23

申请号：US17878778

申请日：2022-08-01

Applicant: Meta Platforms, Inc.

Inventor： Shivani Poddar ,  Seungwhan Moon ,  Paul Anthony Crook ,  Rajen Subba

IPC: H04L67/306 ,  G06F3/01 ,  G06F9/451 ,  G06F9/48 ,  G06F9/54 ,  G06F16/332 ,  G06F16/9032 ,  G06F16/9536 ,  G06F18/2321 ,  G06F40/205 ,  G06F40/242 ,  G06F40/253 ,  G06F40/30 ,  G06F40/35 ,  G06F40/56 ,  G06N3/045 ,  G06N3/047 ,  G06N3/08 ,  G06N20/00 ,  G06Q10/109 ,  G06Q50/00 ,  G06V10/20 ,  G06V10/764 ,  G06V10/82 ,  G06V20/00 ,  G06V20/20 ,  G06V20/30 ,  G06V40/16 ,  G06V40/20 ,  G10L15/06 ,  G10L15/08 ,  G10L15/16 ,  G10L15/18 ,  G10L15/22 ,  G10L15/30 ,  G10L15/32 ,  H04L51/18 ,  H04L51/212 ,  H04L51/222 ,  H04L51/224 ,  H04L51/52 ,  H04L67/75 ,  H04N7/14 ,  G06F3/16 ,  G06V20/40

CPC classification number: G06Q50/01 ,  G06F3/011 ,  G06F3/013 ,  G06F9/453 ,  G06F9/485 ,  G06F9/4881 ,  G06F9/547 ,  G06F16/3329 ,  G06F16/90332 ,  G06F16/9536 ,  G06F18/2321 ,  G06F40/205 ,  G06F40/242 ,  G06F40/253 ,  G06F40/30 ,  G06F40/35 ,  G06F40/56 ,  G06N3/045 ,  G06N3/047 ,  G06N3/08 ,  G06N20/00 ,  G06Q10/109 ,  G06V10/255 ,  G06V10/764 ,  G06V10/82 ,  G06V20/00 ,  G06V20/20 ,  G06V20/30 ,  G06V40/16 ,  G06V40/25 ,  G10L15/063 ,  G10L15/08 ,  G10L15/16 ,  G10L15/1815 ,  G10L15/1822 ,  G10L15/22 ,  G10L15/30 ,  G10L15/32 ,  H04L51/18 ,  H04L51/212 ,  H04L51/222 ,  H04L51/224 ,  H04L51/52 ,  H04L67/306 ,  H04L67/75 ,  H04N7/147 ,  G06F3/017 ,  G06F3/167 ,  G06V20/41 ,  G06V40/174 ,  G06V2201/10 ,  G10L2015/088 ,  G10L2015/223 ,  G10L2015/227

Abstract: In one embodiment, a method includes receiving, at a client system, an audio input, where the audio input comprises a coreference to a target object, accessing visual data from one or more camera associated with the client system, where the visual data comprises images portraying one or more objects, resolving the coreference to the target object from among the one or more objects, resoling the target object to a specific entity, and providing, at the client system, a response to the audio input, where the response comprises information about the specific entity.

公开(公告)号：US11694281B1

公开(公告)日：2023-07-04

申请号：US16921665

申请日：2020-07-06

Applicant: Meta Platforms, Inc.

Inventor： Honglei Liu ,  Hao Zhou ,  Seungwhan Moon ,  Bing Liu ,  Yulong Qiu ,  Daniel Chai ,  Pararth Paresh Shah ,  Xiaolei Li ,  Rajen Subba ,  Hu Xu

IPC: H04L51/52 ,  H04L51/18 ,  G06F16/9032 ,  G06F40/56 ,  G06F9/451

CPC classification number: H04L51/52 ,  G06F9/453 ,  G06F16/90332 ,  G06F40/56 ,  H04L51/18

Abstract: In one embodiment, a method includes receiving a user request from a client system associated with a user, generating a response to the user request which references one or more entities, generating a personalized recommendation based on the user request and the response, wherein the personalized recommendation references one or more of the entities of the response, and sending instructions for presenting the response and the personalized recommendation to the client system.

公开(公告)号：US11308169B1

公开(公告)日：2022-04-19

申请号：US16176312

申请日：2018-10-31

Applicant: Meta Platforms, Inc.

Inventor： Emmanouil Koukoumidis ,  Michael Robert Hanson ,  Rajen Subba ,  Heidi Young ,  Rushin Shah ,  Jinsong Yu ,  Benoit F. Dumoulin ,  Jeremy Gillmor Kahn ,  Chandrasekhar Iyer

IPC: G06F16/00 ,  G06F16/951 ,  G06N20/00 ,  G06F40/40

Abstract: In one embodiment, a method includes receiving a user query from a client system associated with a first user, determining a plurality of dialog-intents, each being associated with a particular agent of a plurality of agents, executing a plurality of tasks corresponding to the user query via the plurality of agents corresponding to the plurality of dialog-intents, receiving a plurality of execution results corresponding to the plurality of tasks from the plurality of agents, respectively, selecting two or more of the plurality of execution results for combination, generating a multi-perspective response based on the selected execution results by a stitching model, wherein the multi-perspective response comprises a natural-language response combining the selected execution results, and sending instructions for presenting the multi-perspective response to the first user to the client system in response to the user query.

公开(公告)号：US12131522B2

公开(公告)日：2024-10-29

申请号：US17077316

申请日：2020-10-22

Applicant: Meta Platforms, Inc.

Inventor： Jiedan Zhu ,  Fuchun Peng ,  Benoit F. Dumoulin ,  Xiaohu Liu ,  Rajen Subba ,  Mohsen Agsen ,  Michael Robert Hanson

IPC: G06F16/338 ,  G06F3/01 ,  G06F3/16 ,  G06F7/14 ,  G06F9/451 ,  G06F16/176 ,  G06F16/22 ,  G06F16/23 ,  G06F16/242 ,  G06F16/2455 ,  G06F16/2457 ,  G06F16/248 ,  G06F16/33 ,  G06F16/332 ,  G06F16/903 ,  G06F16/9032 ,  G06F16/9038 ,  G06F16/904 ,  G06F16/951 ,  G06F16/9535 ,  G06F18/2411 ,  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

CPC classification number: G06V10/82 ,  G06F3/011 ,  G06F3/013 ,  G06F3/017 ,  G06F3/167 ,  G06F7/14 ,  G06F9/453 ,  G06F16/176 ,  G06F16/2255 ,  G06F16/2365 ,  G06F16/243 ,  G06F16/24552 ,  G06F16/24575 ,  G06F16/24578 ,  G06F16/248 ,  G06F16/3323 ,  G06F16/3329 ,  G06F16/3344 ,  G06F16/338 ,  G06F16/90332 ,  G06F16/90335 ,  G06F16/9038 ,  G06F16/904 ,  G06F16/951 ,  G06F16/9535 ,  G06F18/2411 ,  G06F40/205 ,  G06F40/295 ,  G06F40/30 ,  G06F40/40 ,  G06N3/006 ,  G06N3/08 ,  G06N7/01 ,  G06N20/00 ,  G06Q50/01 ,  G06V10/764 ,  G06V20/10 ,  G06V40/28 ,  G10L15/02 ,  G10L15/063 ,  G10L15/07 ,  G10L15/16 ,  G10L15/1815 ,  G10L15/1822 ,  G10L15/183 ,  G10L15/187 ,  G10L15/22 ,  G10L15/26 ,  G10L17/06 ,  G10L17/22 ,  H04L5/02 ,  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 a first user input from a first user, wherein the first user input comprises a partial request, presenting one or more suggested intent auto-completions corresponding to the partial request, receiving a selection by the first user of a first suggested intent auto-completion of the suggested intent auto-completions and a second user input, presenting one or more suggested slot auto-completions corresponding to one or more candidate slot-hypotheses corresponding to the second user input, respectively, wherein each of the candidate slot-hypotheses comprise a slot-suggestion, and wherein each suggested slot auto-completion comprises the second user input and the corresponding candidate slot-hypothesis, receiving a selection by the first user of a first suggested slot auto-completion of the suggested slot auto-completions, and presenting execution results of one or more tasks corresponding to the first suggested intent auto-completion and the first suggested slot auto-completion.

公开(公告)号：US11908181B2

公开(公告)日：2024-02-20

申请号：US18164480

申请日：2023-02-03

Applicant: Meta Platforms, Inc.

Inventor： Emmanouil Koukoumidis ,  Michael Robert Hanson ,  Rajen Subba ,  Heidi Young ,  Rushin Shah ,  Jinsong Yu ,  Benoit F. Dumoulin ,  Jeremy Gillmor Kahn ,  Chandrasekhar Iyer

IPC: G06F16/00 ,  G06V10/82 ,  G06F9/451 ,  G10L15/18 ,  G10L15/183 ,  G10L15/22 ,  G06F16/338 ,  G06F16/332 ,  G06F16/33 ,  G06N20/00 ,  G06F16/9535 ,  G06Q50/00 ,  H04L67/306 ,  G06F16/176 ,  G10L15/06 ,  G10L15/16 ,  G06F3/01 ,  G06F16/9032 ,  G06F16/2457 ,  H04L5/02 ,  G06F3/16 ,  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 ,  H04L51/18 ,  H04L67/75 ,  G06F16/903 ,  G06F40/205 ,  G06F18/2411 ,  G06N7/01 ,  G06V10/764 ,  H04L67/10 ,  H04L51/046 ,  G10L13/00 ,  G10L13/04 ,  H04L67/53

CPC classification number: G06V10/82 ,  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 ,  G06F16/3329 ,  G06F16/3344 ,  G06F16/904 ,  G06F16/9038 ,  G06F16/90332 ,  G06F16/90335 ,  G06F16/951 ,  G06F16/9535 ,  G06F18/2411 ,  G06F40/205 ,  G06F40/295 ,  G06F40/30 ,  G06F40/40 ,  G06N3/006 ,  G06N3/08 ,  G06N7/01 ,  G06N20/00 ,  G06Q50/01 ,  G06V10/764 ,  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 ,  H04L5/02 ,  H04L12/2816 ,  H04L41/20 ,  H04L41/22 ,  H04L43/0882 ,  H04L43/0894 ,  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 a user query inputted on a head-mounted device from the head-mounted device, wherein the user query corresponds to multiple dialog-intents, executing multiple tasks corresponding to the multiple dialog-intents, generating a multi-perspective response by a stitching model based on two or more of execution results of the multiple tasks, wherein the stitching model combines the two or more of the execution results based on natural language processing, and wherein the multi-perspective response comprises a natural-language response combining the two or more execution results, and sending instructions to the head-mounted device for presenting the multi-perspective response on the head-mounted device.

公开(公告)号：US11715289B2

公开(公告)日：2023-08-01

申请号：US17543539

申请日：2021-12-06

Applicant: Meta Platforms, Inc.

Inventor： Emmanouil Koukoumidis ,  Michael Robert Hanson ,  Rajen Subba ,  Heidi Young ,  Rushin Shah ,  Jinsong Yu ,  Benoit F. Dumoulin ,  Jeremy Gillmor Kahn ,  Chandrasekhar Iyer

IPC: G06F16/00 ,  G06V10/82 ,  G06F9/451 ,  G10L15/18 ,  G10L15/183 ,  G10L15/22 ,  G06F16/338 ,  G06F16/332 ,  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 ,  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 ,  H04L51/18 ,  H04L67/75 ,  G06F16/903 ,  G06F40/205 ,  G06F18/2411 ,  G06N7/01 ,  G06V10/764 ,  H04L67/10 ,  H04L51/046 ,  G10L13/00 ,  G10L13/04 ,  H04L67/53

CPC classification number: G06V10/82 ,  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 ,  G06F16/3329 ,  G06F16/3344 ,  G06F16/904 ,  G06F16/9038 ,  G06F16/90332 ,  G06F16/90335 ,  G06F16/951 ,  G06F16/9535 ,  G06F18/2411 ,  G06F40/205 ,  G06F40/295 ,  G06F40/30 ,  G06F40/40 ,  G06N3/006 ,  G06N3/08 ,  G06N7/01 ,  G06N20/00 ,  G06Q50/01 ,  G06V10/764 ,  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 a user query associated with dialog-intents at a client system, executing tasks corresponding to the dialog-intents, generating a multi-perspective response by a stitching model based on two or more of execution results of the tasks, wherein the multi-perspective response comprises a natural-language response combining the two or more execution results, and presenting the multi-perspective response at the client system.

公开(公告)号：US11621937B1

公开(公告)日：2023-04-04

申请号：US16921665

申请日：2020-07-06

Applicant: Meta Platforms, Inc.

Inventor： Honglei Liu ,  Hao Zhou ,  Seungwhan Moon ,  Bing Liu ,  Yulong Qiu ,  Daniel Chai ,  Pararth Paresh Shah ,  Xiaolei Li ,  Rajen Subba ,  Hu Xu

IPC: H04L51/52 ,  H04L51/18 ,  G06F16/9032 ,  G06F40/56 ,  G06F9/451

Abstract: In one embodiment, a method includes receiving a user request from a client system associated with a user, generating a response to the user request which references one or more entities, generating a personalized recommendation based on the user request and the response, wherein the personalized recommendation references one or more of the entities of the response, and sending instructions for presenting the response and the personalized recommendation to the client system.

公开(公告)号：US11595342B1

公开(公告)日：2023-02-28

申请号：US16921665

申请日：2020-07-06

Applicant: Meta Platforms, Inc.

Inventor： Honglei Liu ,  Hao Zhou ,  Seungwhan Moon ,  Bing Liu ,  Yulong Qiu ,  Daniel Chai ,  Pararth Paresh Shah ,  Xiaolei Li ,  Rajen Subba ,  Hu Xu

IPC: H04L51/52 ,  H04L51/18 ,  G06F16/9032 ,  G06F40/56 ,  G06F9/451

Abstract: In one embodiment, a method includes receiving a user request from a client system associated with a user, generating a response to the user request which references one or more entities, generating a personalized recommendation based on the user request and the response, wherein the personalized recommendation references one or more of the entities of the response, and sending instructions for presenting the response and the personalized recommendation to the client system.

公开(公告)号：US11443120B2

公开(公告)日：2022-09-13

申请号：US17006377

申请日：2020-08-28

Applicant: Meta Platforms, Inc.

Inventor： Shivani Poddar ,  Seungwhan Moon ,  Paul Anthony Crook ,  Rajen Subba

IPC: G10L15/00 ,  G06F40/30 ,  G06F9/54 ,  G06F40/205 ,  G06F40/242 ,  G06N3/04 ,  G06N3/08 ,  H04L51/52 ,  G06F16/9536 ,  H04L51/00 ,  G10L15/18 ,  G10L15/22 ,  G10L15/30 ,  G10L15/32 ,  G06F40/253 ,  H04L67/75 ,  G06N20/00 ,  G06F3/01 ,  G06Q50/00 ,  G06F16/9032 ,  G06F9/48 ,  G10L15/08 ,  H04N7/14 ,  H04L67/306 ,  G06V10/20 ,  G06V20/20 ,  G06V20/30 ,  G06V20/40 ,  G06V40/16 ,  G06F3/16

Abstract: In one embodiment, a method includes accessing visual data from a client system associated with a user, wherein the visual data comprises images portraying one or more objects, receiving, from the client system, a user request, wherein the user request comprises a coreference to a target object, resolving the coreference to the target object from among the one or more objects, resolving the target object to a specific entity, and sending, to the client system, instructions for providing a response to the user request, wherein the response comprises attribute information about the specific entity.