Abstract: Techniques for facilitating natural language interactions with visual interactive content are described. During a build time, a system analyzes various websites and applications relating to a particular user goal to understand website and application navigation and information relating to the user goal. The learned information is used to store configuration data. During runtime, when a user request performance of an action, the system engages in a dialog with the user to complete the user's goal. The system uses the stored configuration data to determine actions to be performed at a website or application to complete the user's goal, and determines system responses to present to the user to facilitate completion of the goal. Such system responses may request information from the user, may inform the user of information displayed at the website or application, etc.

Abstract: Techniques for facilitating natural language interactions with visual interactive content are described. During a build time, a system analyzes various websites and applications relating to a particular user goal to understand website and application navigation and information relating to the user goal. The learned information is used to store configuration data. During runtime, when a user request performance of an action, the system engages in a dialog with the user to complete the user's goal. The system uses the stored configuration data to determine actions to be performed at a website or application to complete the user's goal, and determines system responses to present to the user to facilitate completion of the goal. Such system responses may request information from the user, may inform the user of information displayed at the website or application, etc.

Abstract: A method for text sequence style transfer by two encoder-decoders, including generating, by a first encoder-decoder network model, an output sequence based on a first input sequence and an input sequence style, wherein the output sequence is associated with a second sequence, generating, by a second-encoder decoder network model, a prediction of the first input sequence based on the first input sequence, the output sequence, and a first input sequence style associated with the first input sequence, generating, by a classifier, a prediction of the first input sequence style based on the prediction of the first input sequence, and updating the neural network model based on comparisons between the output sequence and the second sequence, between the prediction of the first input sequence and the first input sequence, and between the prediction of the first input sequence style and the first input sequence style.

Abstract: Examples disclosed herein relate to web page output selection. A processor may determine the features of a section of a web page and assign a weight to each of the features respectively. The processor may determine a score for the section based on the weights of the features and determine to output the section based on the score.

Abstract: In the examples provided herein, a computer-implemented method causes to be displayed a unit of content for accessing by a user. The method also causes to be displayed a reading progress indicator based upon a first amount of time multiple other users spent to reach a current location within a set of sections of the unit of content accessed by the user and a second amount of time the other users spent to finish the set of sections.

Abstract: A method for text sequence style transfer by two encoder-decoders, including generating, by a first encoder-decoder network model, an output sequence based on a first input sequence and an input sequence style, wherein the output sequence is associated with a second sequence, generating, by a second-encoder decoder network model, a prediction of the first input sequence based on the first input sequence, the output sequence, and a first input sequence style associated with the first input sequence, generating, by a classifier, a prediction of the first input sequence style based on the prediction of the first input sequence, and updating the neural network model based on comparisons between the output sequence and the second sequence, between the prediction of the first input sequence and the first input sequence, and between the prediction of the first input sequence style and the first input sequence style.

Abstract: Example embodiments relate to digital note manipulation. In this manner, the embodiments disclosed herein enable management of a set of notes for a user, where the set of notes include a note generated for the user and a shared note generated for a set of users including the user. The shared note for the set of users may also be managed. For example, responsive to the user providing an edit to the shared note, a second note may be generated for the user, where the second note comprises the shared note and the edit provided by the user.

Abstract: Examples disclosed herein relate to selecting an image based on text topic and image explanatory value. In one implementation, a processor selects an image to associate with a text based on a criteria indicating the explanatory value of a context information related to the image in relation to the topic of the text. The processor may output the selected image.

Abstract: Examples herein disclose obtaining regions of digital content and determining a correlation measurement between the multiple regions of digital content adjacently located to each other. The examples disclose identifying a breakpoint in the digital content based on the determined correlation measurement.

Abstract: A device including a processor and a memory communicatively coupled to the processor is provided. The memory stores instructions causing the processor, after execution of the instructions by the processor, to: display a reference page number with each displayed page of a digital document having reference page numbers, the digital document corresponding to a reference document having page numbers that correspond to the reference page numbers; and display a fractional page number with each displayed page of the digital document, each fractional page number corresponding to a portion of a page of the reference document.

Abstract: A media table can be created by searching a digital document to identify media content within the digital document in a format associated with a client device and creating a media table containing a view of each of the identified media content.

Abstract: Examples disclosed herein relate to content selection based on predicted performance related to test concepts. In one implementation, a processor selects a content element based on a comparison of associated predicted likelihood of improvement related to the test concepts and a correlation level to the test concepts. The processor may output information related to the selected content element.

Abstract: Examples disclosed herein relate to selecting an image based on text topic and image explanatory value. In one implementation, a processor selects an image to associate with a text based on a criteria indicating the explanatory value of a context information related to the image in relation to the topic of the text. The processor may output the selected image.

Abstract: Examples herein disclose obtaining regions of digital content and determining a correlation measurement between the multiple regions of digital content adjacently located to each other. The examples disclose identifying a breakpoint in the digital content based on the determined correlation measurement.

Abstract: In the examples provided herein, a computer-implemented method causes to be displayed a unit of content for accessing by a user. The method also causes to be displayed a reading progress indicator based upon a first amount of time multiple other users spent to reach a current location within a set of sections of the unit of content accessed by the user and a second amount of time the other users spent to finish the set of sections.

Abstract: Systems and methods associated with discussion resource recommendation are disclosed. One example method may be embodied as computer-executable instructions stored on a non-transitory computer-readable medium. The instructions may cause a computer to construct a resource network that links members of asset of online discussion resources. The online discussion resources may be linked based on user participation overlap between members of the set of discussion resources. The instructions may also cause the computer to generate content similarity scores that measure content overlap for pairs of discussion resources. The instructions may also cause the computer to generate network relevancy scores for the pairs of discussion resources based on the resource network. The instructions may also cause the computer to recommend, based on the content similarity scores and the network relevancy scores, a related discussion resource to a user when the user accesses a primary discussion resource.

Abstract: A media table can be created by searching a digital document to identify media content within the digital document in a format associated with a client device and creating a media table containing a view of each of the identified media content.

Abstract: Example embodiments relate to digital note manipulation. In this manner, the embodiments disclosed herein enable management of a set of notes for a user, where the set of notes include a note generated for the user and a shared note generated for a set of users including the user. The shared note for the set of users may also be managed. For example, responsive to the user providing an edit to the shared note, a second note may be generated for the user, where the second note comprises the shared note and the edit provided by the user.

Abstract: In one implementation, a system for digital note creation includes an initiation engine to receive a request to generate a digital note. In addition, the system includes a content engine to determine content from a digital document that is displayed at a time when the request is received, wherein the content from the digital document is extracted to the digital note. In addition, the system includes a data engine to receive data to be included in a digital note that corresponds to the content that is displayed. In addition, the system includes a link engine to create a link between the content that is displayed and the digital note.

Abstract: A device including a processor and a memory communicatively coupled to the processor is provided. The memory stores instructions causing the processor, after execution of the instructions by the processor. To: display a reference page number with each displayed page of a digital document having reference page numbers. The digital document corresponding to a reference document having page numbers that correspond to the reference page numbers; and display a fractional page number with each displayed page of the digital document, each fractional page number corresponding to a portion of a page of the reference document.