Intelligent Training Set Augmentation for Natural Language Processing Tasks

    公开(公告)号:US20220067277A1

    公开(公告)日:2022-03-03

    申请号:US17002562

    申请日:2020-08-25

    Abstract: A natural language processing system that trains task models for particular natural language tasks programmatically generates additional utterances for inclusion in the training set, based on the existing utterances in the training set and the existing state of a task model as generated from the original (non-augmented) training set. More specifically, the training augmentation module 220 identifies specific textual units of utterances and generates variants of the utterances based on those identified units. The identification is based on determined importances of the textual units to the output of the task model, as well as on task rules that correspond to the natural language task for which the task model is being generated. The generation of the additional utterances improves the quality of the task model without the expense of manual labeling of utterances for training set inclusion.

    WEB SERVICE TEST AND ANALYSIS PLATFORM

    公开(公告)号:US20220066912A1

    公开(公告)日:2022-03-03

    申请号:US17521565

    申请日:2021-11-08

    Abstract: A method for testing a web service is disclosed, the method including testing, by a testing application executing on a client computing system, a web service running at least partially on a server computing system. The testing includes directing a web browser of the client computing system to simulate user interaction with the web service to perform a particular operation that includes a particular set of sub-operations. The directing includes issuing one or more requests to perform the particular set of sub-operations. The testing also includes recording test information based on responses received from the web service in response to performing the particular set of sub-operations. The test information includes latency information for at least one of the sub-operations of the particular set. The method also includes presenting, by the client computing system, a user interface having a graphical element depicting an analysis of the recorded test information.

    READER MODE FOR PRESENTATION SLIDES IN A CLOUD COLLABORATION PLATFORM

    公开(公告)号:US20220063106A1

    公开(公告)日:2022-03-03

    申请号:US17468255

    申请日:2021-09-07

    Abstract: Disclosed herein are system, method, and computer program product embodiments for improving user experiences within a cloud collaboration platform that integrates communication tools with word processor functions to enhance workflows, save time, and promote teamwork in the development of slide presentations. To improve usability, a cloud collaboration platform may furnish a reader mode to streamline the presentation review process. The reader mode may allow viewers to review the presentation as the presentation will eventually be presented to an audience. The viewers may provide comments and feedback on the presentation without being inundated with comments and metadata added to an edit mode of the presentation by the original authors.

    VARIABLE CONTENT GENERATION AND ENGAGEMENT TRACKING

    公开(公告)号:US20220060552A1

    公开(公告)日:2022-02-24

    申请号:US17454032

    申请日:2021-11-08

    Abstract: A communication server supports automatic content receipt and distribution. The communication server receives a set of content objects, where a content object of the set is associated with a set of target group identifiers. A content object of the set may include different versions of content for ABn and/or multivariate testing. The communication server generates target segment identifier combinations and distributes versions of messages proportionally to each user identifier associated with the target segment combinations. The server generates engagement metrics corresponding to interaction by the user identifiers with the messages. The metrics may be generated for each message version, each group of users, and each group combination.

    Systems and methods of generating photorealistic garment transference in images

    公开(公告)号:US11250572B2

    公开(公告)日:2022-02-15

    申请号:US16658206

    申请日:2019-10-21

    Abstract: Systems and methods are provided for determining a first semantic segmentation image of a first image, wherein the first image includes at least a portion of a person wearing a first fashion item. A plurality of keypoints of the person's body may be determined in the first image. Using the determined first semantic segmentation image, the determined keypoints, and a second image that includes a second fashion item, a second semantic segmentation image of the person in the first image with the second fashion item of the second image may be generated. The first image may be masked to occlude pixels of the first fashion item that is to be replaced with the second fashion item. Using the masked first image, the second semantic segmentation image, and the second image that includes the second fashion item, a third image may be generated that includes the person with the second fashion item.

    Methods and systems for bulk uploading of data in an on-demand service environment

    公开(公告)号:US11250025B2

    公开(公告)日:2022-02-15

    申请号:US16286359

    申请日:2019-02-26

    Abstract: Methods and systems for bulk uploading of data in an on-demand service environment are described. In one embodiment, such a method includes retrieving a bulk transaction request from a transaction queue within a host organization, where the bulk transaction request specifies a plurality of database transactions to be processed against a multi-tenant database system of the host organization. Such a method further includes determining a current computational load of the multi-tenant database system, processing a subset of the plurality of database transactions specified by the bulk transaction request against the multi-tenant database system when the current computational load is below a threshold, and updating a bulk transaction results log based on the subset of the plurality of database transactions processed. Remaining database transactions specified by the bulk transaction request may then be re-queued for later processing.

    Data model design supporting low latency time-series volume planning and analysis

    公开(公告)号:US11243966B1

    公开(公告)日:2022-02-08

    申请号:US17034819

    申请日:2020-09-28

    Abstract: Methods, systems, and devices supporting data storage are described. A database system may implement a hierarchical organization in which child data objects store hierarchical data for parent data objects. However, to support low latency time-series volume planning and analysis, the database system may additionally store a data object with a first set of data fields that includes object-specific data for the data object and a second set of data fields that includes hierarchical data (e.g., time-based hierarchical data organized into separate data fields for different time segments) for the data object. The database system may support both transactions and analytical queries using the data model. For example, the database system may receive a query indicating a time period for predictive analysis and may execute the query on the second set of data fields for the data object (e.g., without searching for child data objects storing the time-based hierarchical data).

    Controlling location-based features with usage maps

    公开(公告)号:US11243827B2

    公开(公告)日:2022-02-08

    申请号:US16913200

    申请日:2020-06-26

    Inventor: Jason Gerner

    Abstract: Systems, device and techniques are disclosed for controlling location-based features with usage maps. An application running on a device may receive a current location of the device. The application may determine a sector of a usage map that corresponds to the current location of the device. The usage map may be associated with the application and he usage map may include a map of a geographic area divided into sectors. The application may modify the operation of a remote API call of the application based on the sector of the usage map that corresponds to the current location of the device by disabling or rate-limiting the remote API call.

    Systems, methods, and apparatuses for implementing a scheduler and workload manager that identifies and optimizes horizontally scalable workloads

    公开(公告)号:US11243818B2

    公开(公告)日:2022-02-08

    申请号:US16528610

    申请日:2019-07-31

    Abstract: In accordance with disclosed embodiments, there are provided systems, methods, and apparatuses for implementing a stateless, deterministic scheduler and work discovery system with interruption recovery. For instance, according to one embodiment, there is disclosed a system to implement a stateless scheduler service, in which the system includes: a processor and a memory to execute instructions at the system; a compute resource discovery engine to identify one or more computing resources available to execute workload tasks; a workload discovery engine to identify a plurality of workload tasks to be scheduled for execution; a cache to store information on behalf of the compute resource discovery engine and the workload discovery engine; a scheduler to request information from the cache specifying the one or more computing resources available to execute workload tasks and the plurality of workload tasks to be scheduled for execution; and further in which the scheduler is to schedule at least a portion of the plurality of workload tasks for execution via the one or more computing resources based on the information requested. Other related embodiments are disclosed.

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