Abstract: Users of a database management engine may generate fillable digital documents by mapping interface elements onto form documents. When a user maps interface elements onto a form document, the user may accidentally overlap two or more interface elements. To rectify this, the database management engine may modify the position of one of interface elements based on a set of positioning rules. In addition, the database management engine may identify and suggest mappings to users based on similar documents that have been previously mapped. The database management engine identifies similar documents using information about the document, the user, and the mapping itself. The mapping associated with the most similar document may be provided to the user as a suggested mapping. The database management engine converts the form document and finalized mapping into a fillable digital document. The fillable digital document is sent to recipients, who complete the fillable digital document.

Abstract: A method comprising identifying content to underlay digital content of a display, displayed through a user interface creating a temporary array; populating a temporary array with the identified content for underlayment; and responsive to an input, transforming the temporary array into a populated digital underlayment. The content can be one or more of the following: video, text, static image, ticker, live video, live stream, recorded stream, live broadcast, or recorded broadcast. The display can be a webpage of an online marketplace, social media site, or website.

Abstract: A method includes associating anomalous first text, from a first unstructured data set, with a first classification; processing the first unstructured data set using at least one of ML or AI to identify a second text that is in close context to the first text, and adding the second text to a text list associated with the first classification; enriching the text list by processing the second text to generate a third text, and adding the third text to the text list to produce an enriched text list and such that the third text is also associated with the first classification; matching the text in the enriched text list to text in a second unstructured data set; and classifying the text in the second unstructured data set as having the first classification when the text in the second unstructured data set matches text in the enriched text list.

Abstract: A summarizer can be invoked by a user to summarize content. Once started, the summarizer can examine the content, determine a main body of the content, extract texts from the main body, concatenate the texts into a text block, and make a call to an artificial intelligence (AI) platform. The call can contain the text block and specify a user-configurable summarization range for summarizing the text block. The AI platform is operable to generate a sentiment of the text block and a summary of the text block in the summarization range and return them to the summarizer. The summarizer, in turn, can instruct an application on the user device to generate a window or page for displaying the sentiment and the summary in the summarization range on the user device, in real time and in context of the content that the user is viewing, reading, or listening.

Abstract: An online document system can allow users to participate in collaborative negotiation of documents stored with in the online document system. To facilitate negotiations between multiple entities (each potentially including multiple users with different roles in the negotiation), the online document system includes a permissions system that allows per-clause control over user's access to propose and approve changes to a negotiated document. Similarly, the user interfaces for viewing a negotiated document provided by the online document system to users can depend on the role of that user in editing the document and the current stage of the negotiation of the document. Finally, the online document system can track agreement between sides in a negotiation on a per-clause basis and can otherwise help facilitate the negotiation of the document.

Abstract: A method for generating presentation slides with distilled content including receiving one or more data files as source material for slide generation, obtaining content from the one or more data files for a slide of a slide presentation, identifying a layout template for the slide based on the content, and distilling the content into distilled content to generate a presentation visualization item based on the distilled content. The distilled content may include a subset of the content. The method may also include generating the slide based on the presentation visualization item and the layout template.

Abstract: The present invention is directed to a system and method for document extraction and synthesis. Specifically, a system and method for extracting portions of a document to be changed and automatedly synthesizing the changes to the extracted portion of the document to conform to the language and structure required for the final document. The present invention allows a user to modify an existing set of laws and automatedly transform the changes into a final document that complies with the specified language and format requirements for that final document. For example, a bill drafter can select a provision of existing law to modify and the system will transform the changes to the existing law into a bill to be presented before the lawmaking body that complies with all of the precise language and formatting requirements of bills to be presented.

Abstract: Methods, apparatus, and processor-readable storage media for a neural network-based message communication framework with summarization and on-demand audio output generation are provided herein.

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 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: 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: 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 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: 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 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: 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 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: 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.