Abstract: A winding condition generating apparatus includes: an input unit; an output unit; and a condition calculation unit. A winding condition calculation unit includes a learning model created by machine learning using a combination of a winding parameter and a winding condition in producing a wound web that satisfies a target winding quality as training data, and calculates a winding condition of a new wound web using the learning model, from a winding parameter of a new wound web input through the input unit. The output unit outputs the winding condition. The winding parameter includes a web width, a web transport velocity, and a web winding length. The winding condition includes a tension of the web at the start of winding and a tension of the web at the end of winding.

Abstract: A document creation system includes keyword object management configured to create keyword objects by merging the expression labels and attributes of keywords and to manage the keyword objects, keyword object placement configured to place, in any position of text, a keyword object managed by the keyword object management, keyword object attribute value input configured to input attribute values to the keyword objects, and keyword object-placed document recording/reading configured to record and read the created keyword object-placed document.

Abstract: Methods, non-transitory computer readable media, and accessibility analysis devices are disclosed that generate an event listener hash value for event listeners identified in a web page runtime environment. The event listener hash values are generated from event listener data extracted from web page source code. A subset of the event listeners are determined to be irrelevant to an accessibility review based on a classification identified based on a comparison of the event listener hash values to stored event listener hash values. An element hash value is generated for elements of the web page associated with accessibility issue and another subset of the event listeners determined to be relevant to the accessibility review. An issue report is output to a client device that includes a review for each of a subset of the accessibility issues retrieved based on a comparison of the generated element hash values to stored element hash values.

Abstract: Ephemeral stories allow users of an online system, such as a social networking system, to share content for a pre-determined temporary length of time. Channels group and organize stories based on content. Topic-based channels allow contain stories that have related content. Hashtag- and sticker-associated channels contain stories that include particular hashtags or stickers, respectively. User-specific channels contain content tailored by the online system for display to a particular user based on preferences and history. Collaborative channels are channels that are private to a specific group of users. The use of channels improves the online experience by grouping stories by content, thereby facilitating users' interaction with similar content.

Abstract: A method and apparatus of a device for generating one or more content briefs is described. In an exemplary embodiment, the device receives a strategy for generating the plurality of content briefs, wherein each of the plurality of content briefs is a structured document that is used to guide creation of content. In addition, the device may collect a collection of content and generate a plurality of content clusters using unsupervised machine learning to cluster the content collection with the received strategy. Furthermore, the device may generate the plurality of content briefs from the plurality of content clusters.

Abstract: The subject technology receives, from a document object model, a set of nodes of a web page, each node corresponding to an element of the web page. The subject technology determines, using an intersection observer, a position and visibility of a set of first elements within a viewport of the web page. The subject technology determines, using a mutation observer, a set of new elements within the viewport that was previously hidden and now visible. The subject technology provides a set of visible elements, based at least in part on the set of new elements and the set of first element, as elements that have been seen by a user during a session. The subject technology generates an index based at least in part on the set of visible elements, the index comprising information corresponding to text that was visible to the user during the session.

Abstract: A computer system receives, by a messaging application, information identifying a first shared content item as shared content. The first shared content item is of a first type. In response to receiving the information identifying the first shared content item as shared content and in accordance with a determination that a first application of the plurality of applications can open content of the first type, in accordance with a determination that providing the information identifying the first shared content item as shared content to the first application has been authorized, computer system device automatically makes the first shared content item available within the first application, and in accordance with a determination that providing information identifying the first shared content item as shared content to the first application has not been authorized, the computer system does not make the first shared content item automatically available within the first application.

Abstract: Methods, computer program products and/or systems are provided that perform the following operations: obtaining a performance matrix representing accuracies obtained by executing a plurality of pipelines on a plurality of training data sets, wherein a pipeline comprises a series of operations performed on a data set; selecting a defined number of top pipelines as potential pipelines for a testing data set based, at least in part, on a similarity between the testing data set and each of the plurality of training data sets represented in the performance matrix; storing results from executing each of the potential pipelines as a new data set; determining a pipeline accuracy for each of the potential pipelines when executed against the testing data set; and providing a recommended pipeline for use with the testing data set based, at least in part, on the pipeline accuracy for each potential pipeline.

Abstract: A method for presenting an interactive video to a user. The method includes providing an application layer including at least one first user interface (UI) element, providing a video player layer including at least one second UI element, the video player layer being integrated in the application layer and configured to present the interactive video to the user, receiving a first user interaction associated with the at least one first UI element, and dynamically modifying the interactive video and/or the at least one second UI element included in the video player layer based on the first user interaction.

Abstract: A request for a content item that is to be provided for display in a page is received. A content template is embedded in code associated with the page. The content template is embedded at a selected location of a plurality of potential locations of the page that are compatible with the content template. The content item for the page is obtained based on the content template. The content item associated with the embedded content template is provided for display in the page. The content item associated with the embedded content template is provided for display at the selected location.

Abstract: A method can include obtaining a text composition having a first font. The method can further include generating a category identifier that indicates a category of the text composition. The method can further include selecting, in response to generating the category identifier and based on the category identifier, a second font for the text composition. The method can further include initiating, in response to selecting the second font, a display of the text composition in the second font.

Abstract: A method includes executing an application at a mobile device to provide a graphical user interface and interact with a content server to display an image stored at the content server on a display of the mobile device; while displaying the image, receiving a first user input for a first annotation to the image based on user interaction with the graphical user interface, the first user input indicating a first region of the image; based on the first user input, displaying a text entry box together with a selection box in the graphical user interface, the selection box defining a region of the image with which the first annotation is to be associated; receiving a first comment via the text entry box; and responsive to second user input, sending the first comment and a location of the selection box to the content server for storage as the first annotation.

Abstract: Techniques for machine learning analysis are provided. A machine learning (ML) model is trained to identify appropriate documents based on lexical knowledge of target groups. A lexical knowledge of a set of users is determined. Additionally, a first document of a plurality of documents is selected by processing the determined level of lexical knowledge using the ML model. The first document is presented to the set of users. A level of engagement of the set of users is then determined. Upon determining that the level of engagement is below a predefined threshold, a second document of the plurality of documents is selected using the ML model.

Abstract: Aspects of the present disclosure provide techniques for automated text amendment. Embodiments include identifying a first plurality of n-grams in first text associated with a domain. Embodiments include identifying a second plurality of n-grams in second text associated with the domain. Embodiments include identifying a third plurality of n-grams in third text that is not associated with the domain. Embodiments include determining candidate n-grams that are overexpressed in the second plurality of n-grams compared to the third plurality of n-grams. Embodiments include determining a match between a candidate n-gram of the candidate n-grams and a given n-gram of the first plurality of n-grams based on one or more matching factors. Embodiments include amending the first text based on the match between the candidate n-gram and the given n-gram.

Abstract: A method, computer system, and a computer program for analyzing a webpage content is provided. The present invention may include receiving a plurality of terms, including a plurality of structural information, derived from one or more responses to a faceted search query. The present invention may also include extracting a plurality of facet values from the plurality of terms. The present invention may then include generating an analysis of each facet value of the plurality of facet values. The present invention may further include determining a type of each facet value of the plurality of facet values based on the analysis. The present invention may also include generating an optimized web site mode interface including the analysis and displaying the optimized web site mode interface to a user.

Abstract: A data processing system implements displaying, on a first device to a first participant, a first user interface for presentation of audio content, the first user interface including a navigation tool configured to visually represent contextual events in the audio content and a first selectable indicator linked to a second participant. The data processing system further implements receiving a first user selection of the first selectable indicator; and initiating, in response to at least the first user selection, a first telecommunication session between the first participant and the second participant.

Abstract: The disclosed computer-implemented method for removing whitespace from blocked resources in websites may include identifying elements arranged in a hierarchy from a website at least partially loaded in a browser and identifying one or more whitespace candidates to be displayed as whitespace in the browser. The method may also include selecting an element relating to the one or more whitespace candidates based on the hierarchy and establishing a mutation observer for monitoring a change in the selected element. The method may further include modifying a display attribute of the selected element based on the monitoring by the mutation observer. Various other methods, systems, and computer-readable media are also disclosed.

Abstract: An illustrator system accesses a multi-element document, the multi-element document including a plurality of elements. The illustrator system determines, for each of the plurality of elements, an element-specific topic distribution comprising a ranked list of topics. The illustrator system creates a first aggregated topic distribution from the determined element-specific topic distributions. The illustrator system determines a global intent for the multi-element document, the global intent including one or more terms from the first aggregated topic distribution. The illustrator system queries a database using the global intent to retrieve a substitute element. The illustrator system generates a replacement multi-element document that includes a substitute element in place of an element in the multi-element document The at least one substitute element is different from the element in the displayed multi-element document.

Abstract: Various embodiments provide for obtaining snapshots of a displayable form. User specified information is received from a process modeler user interface. The process that includes the displayable form is created based on the user specified information. Snapshot instructions is associated, based on the user specified information, with a point in the process that can occur anytime while displaying the form during the execution of the process. The form is displayed as part of the execution of the process. When the point is encountered during execution of the process, the snapshot of the displayed form is obtained based on execution of the snapshot instructions.

Abstract: Embodiments include generating automations for a content collaboration system. Generating automations can include displaying graphical objects corresponding to documents hosted by the content collaboration system at a navigation pane of the content collaboration system and determining a deviation metric using a hierarchical structure of the graphical objects and a reference structure. In response to the deviation metric satisfying a criteria, an automation rule for the change to the hierarchical structure of the displayed graphical objects can be displayed. The automation rule can include a reference between a graphical object of the displayed graphical objects and a root reference and a change to the reference between the graphical object and the root reference. Embodiments can also include executing the automation rule to update the hierarchical structure of the displayed graphical objects and update hierarchical structures of the one or more additional graphical objects hosted by the collaboration system.