Abstract: A system tokenizes raw values and corresponding standardized values into raw token sequences and corresponding standardized token sequences. A machine-learning model learns standardization from token insertions and token substitutions that modify the raw token sequences to match the corresponding standardized token sequences. The system tokenizes an input value into an input token sequence. The machine-learning model determines a probability of inserting an insertion token after an insertion markable token in the input token sequence. If the probability of inserting the insertion token satisfies a threshold, the system inserts the insertion token after the insertion markable token in the input token sequence. The machine-learning model determines a probability of substituting a substitution token for a substitutable token in the input token sequence.

Abstract: Techniques are disclosed relating to compressing database keys. A computer system may receive a request to write a database record to a storage medium. The database record may include a database key and a corresponding data value. The computer system may compress the database key by replacing a portion of the database key with particular data that identifies a location of a reference database key and an amount of similarity determined between the database key and the reference database key. The computer system may write the database record to the storage medium. The database record may include the compressed database key and the corresponding data value.

Abstract: Disclosed are non-limiting examples of systems, apparatus, methods and computer program products for dynamically configuring a process associated with an application based on environmental characteristics monitored by a mobile device. In some implementations, the process includes stages and decision nodes. There is a configurable flow along a path defined by a subset of the stages controlled by a subset of the decision nodes. Contextual data is provided by the mobile device on which the application is usable. The contextual data indicates one or more environmental characteristics associated with a physical environment in which the mobile device is or has been located. The contextual data can be provided as a control input to a decision node associated with a current stage of the process. The process can be configured accordingly.

Abstract: Methods and systems for making effective use of system resources. A plurality of requests for access to a resource are received. Each request has an associated group of features. The group of features for each request is analyzed to collect observations about the plurality of requests. A function to predict an outcome of a subsequent request is generated based on the observations. Resources are allocated to service the subsequent request based on the function.

Abstract: Embodiments of the present disclosure provide methods, systems, apparatuses, and computer program products for managing one or more group-based communications and/or one or more group-based communication channels to cause rendering of a group-based communication interface. In some embodiments, a group-based communication system causes rendering of a group-based communication interface including a focus interface component, which may be used to receive a user focus selection input. The group-based communication system generates a focus value and identifies a focus threshold. The group-based communication causes rendering of the group-based communication interface based on whether the focus value satisfies the identified focus threshold. Embodiments further provide methods, systems, apparatuses, and computer program products for managing one or more user communications to cause rendering of a user communication interface.

Abstract: In accordance with embodiments, there are provided mechanisms and methods for facilitating smart moderation and/or validation of product and/or service details in database systems according to one embodiment. In one embodiment and by way of example, a method includes identifying images as a media description associated with a product, wherein the media description to be communicated using one or more media outlets over one or more communication networks, and wherein the images are captured using one or more cameras; detecting an image having an object potentially not suitable for communication based on a rule; assigning a score to the object; comparing the score to a threshold reflecting a minimum level of suitability for communication of the media description based on the rule; disallowing the object or the image to be communicated when the score is less than the threshold; and facilitating publication, by a website, of the media description without the object or the image.

Abstract: An online system receives a search query from a user. In response to the request, the online system obtains search results matching the search query and identifies a set of attributes describing a context of the search query. The online system generates a data structure that includes a plurality of search coefficients. The search coefficients are selected based on the identified set of attributes. Some of the search coefficients have conflicting values. The online system traverses the data structure to identify the search coefficients having conflicting values. For each search coefficient having conflicting values, the online system resolves conflicts and determines a value of the search coefficient. The online system ranks search results based on the resolved values of the search coefficients.

Abstract: Generating shared workspaces for enabling communications between users of different organizations and facilitating discovery of users associated with different organizations is described. A first user can generate a shared workspace and associate one or more other organizations therewith. The first user can designate first criteria associated with joining the shared workspace. The communication platform can receive a request from a second user to join the shared workspace. Based on a determination that the second user satisfies the first criteria, the communication platform can enable the second user access to the shared workspace. In some examples, an administrator associated with an organization of the second user can establish second criteria for users of the organization to join the shared workspace. In such examples, the communication platform can enable the second user access to the shared workspace based on a determination that the second user also satisfies the second criteria.

Abstract: A user device (e.g., a computing device, a smart device, a mobile device, a laptop, a tablet, a set-top box, a display device, etc.) may generate and/or display a scrollable user interface (e.g., a configuration form/interface, a web form, a web page, an application page, a data form, etc.) that includes data fields. A data reflection element for a data field that is displayed based on proximity of an interactive element to the data field may be generated. Based on an interaction with the data reflection element via the interactive element, data input to the data field may be displayed in a field of a data reflection window of the scrollable user interface. An indication element that indicates correspondence between the data field and the field of the data reflection window may also be displayed.

Abstract: Methods, apparatus and computer program product that may include receiving, by one or more servers of a group-based communication platform and from a client of a first user with administrative privileges and associated with a first organization, a request to generate a shared communication channel on the group-based communication platform. A shared communication channel may be generated based on the request. A second request may be received by the one or more servers to provide at least one second user associated with a second organization access to the shared communication channel. Access may be provided to the second user. A message communication may be rendered in a shared communication channel interface associated with the shared communication channel with a graphical indicator that indicates the message communication is associated with the first organization.

Abstract: A method implemented by a computer system including receiving a transaction for a blockchain to update a data record persistently stored on the blockchain, the transaction specifying updated values for one or more of a plurality of data elements of the data record, and updating correlated data records separate from the blockchain in a database system to match the updated values for the data record in the blockchain.

Abstract: A multi-tenant system sends jobs for execution on a secondary platform such as a cloud based platform. The multi-tenant system sends tenant data for multiple tenants to the secondary platform. The multi-tenant system obtains job-level credentials from the secondary platform, for example, security tokens that provide access to tenant data for a fixed length of time. The multi-tenant system uses the job-level credentials for enforcing tenant level data isolation for jobs executed on the secondary platform. This ensures that the jobs executing on the secondary platform do not access, modify, or delete data of tenants not related to the job.

Abstract: In accordance with embodiments, there are provided mechanisms and methods for facilitating prevention of duplicate transactions across multiple transaction entities in database systems according to one embodiment. In one embodiment and by way of example, a method includes receiving a request to facilitate a financial transaction, wherein the request is received from an external computing device and includes an idempotency key that is unique to the request, and verifying, based on the idempotency key, the request as being a valid request or an invalid request, wherein the valid request is registered, and classifying, based on the idempotency key and a gateway log, the valid request as an original request or a duplicate request that is a successful duplicate request or an unsuccessful duplicate request.

Abstract: Disclosed herein are system, method, and device embodiments for implementing dynamic codeless logging in an integration platform system. An integration platform may provide a declaratively-configurable asset pre-configured to implement a logging functionality associated with a log point, package the declaratively-configurable asset within an integration application, and receive a selection of the log point associated with the declaratively-configurable asset. In addition, the integration application may generate log information corresponding to the log point based on the selection of the log point and the logging functionality. Further, the integration platform may present the log information within a graphical user interface.

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.

Abstract: Methods and systems for hierarchical natural language understanding are described. A representation of an utterance is inputted to a first machine learning model to obtain information on the first utterance. According to the information on the utterance a determination that the representation of the utterance is to be inputted to a second machine learning model that performs a dedicated natural language task is performed. In response to determining that the representation of the utterance is to be inputted to a second machine learning model, the utterance is inputted to the second machine learning model to obtain an output of the dedicated natural language task.

Abstract: A plurality of metadata entries may be sent from a database system to a distributed storage system via a communication interface. The metadata entries may correspond with a respective plurality of metadata identifiers. A first function in a smart contract deployed on a blockchain may be executed to mint a designated non-fungible token initially owned by a first blockchain party corresponding with a database system account. A first transaction transferring the designated non-fungible token to a second blockchain party different from the first blockchain party may be identified. A second function in the smart contract may be executed to record a second transaction updating an attribute value associated with the designated non-fungible token to include a designated one of the plurality of metadata identifiers corresponding with a designated one of the metadata entries.

Abstract: Disclosed are some implementations of systems, apparatus, methods and computer program products for tracking inbound email messages in association with database records. An outbound email message is automatically generated or updated to include a message identifier within one or more headers and within a body of the outbound email message. Subsequently, a first electronic mail message received via a network from a first client device is processed, where the first electronic message has one or more headers and a body. A first message identifier (ID) is obtained from the body and the first message ID is parsed such that an encrypted portion and one or more unencrypted portions are obtained, where a first unencrypted portion of the unencrypted portions includes an entity identifier associated with a first database record of a database.

Abstract: System and methods are described for generating recommendations from dynamically-mapped data. In one implementation, a database system receives a first request to generate a recommendation objection and a second request to retrieve additional data to include in the recommendation object. The database system retrieves the recommendation data from a first database table. The database system identifies the additional data in a second database table that is stored separately from the first database table. The database system generates the recommendation object to include the recommendation data from the first database, and maps the additional data to one or more fields of the recommendation object.

Abstract: A system, method, and computer-readable media for persisting an annotated screen share within a group-based communication system are provided. A screen share may be received from a sharing user within a synchronous multimedia collaboration session. The screen share may be transmitted to viewing users for display. A viewing user may submit an annotation for the screen share. A sharing or viewing user may then submit a request to save the annotated screen share. The annotated screen share may be automatically persisted in association with the synchronous multimedia collaboration session.