An activity management system is configured to allow users to access multimedia content where the multimedia content is divided into segments. While a user is viewing or interacting with the multimedia content, the user can submit one or more activities (e.g., comments, questions, replies, or reactions) using an interface. The system is operable to electronically link the activity provided by the user with the particular segment of multimedia content in which the activity was captured by the system. The system is also configured to throttle the number of activities that are displayed to a user for any given segment based on (1) viewers linked to the user (e.g., groups, social media groups, etc.), (2) viewers that influence the user, (3) viewers selected by the user, (4) viewers that cause the user to be engaged with the multimedia content, and (5) a threshold number of activities set by the viewer or the system.

An activity management system is configured to allow users to access multimedia content where the multimedia content is divided into segments. While a user is viewing or interacting with the multimedia content, the user can submit one or more activities (e.g., comments, questions, replies, or reactions) using an interface. The system is operable to electronically link the activity provided by the user with the particular segment of multimedia content in which the activity was captured by the system. The system is also configured to throttle the number of activities that are displayed to a user for any given segment based on (1) viewers linked to the user (e.g., groups, social media groups, etc.), (2) viewers that influence the user, (3) viewers selected by the user, (4) viewers that cause the user to be engaged with the multimedia content, and (5) a threshold number of activities set by the viewer or the system.

Methods, systems and computer program products for automated testing of dialog systems are provided herein. A computer-implemented method includes receiving information pertaining to a given conversation workspace of an automated dialog system and identifying test case inputs to the automated dialog system, the test case inputs comprising user input for the given conversation workspace that has portions thereof modified and which the automated dialog system maps to a different intent and/or a different entity relative to the user input. The method further includes generating human-interpretable explanations of mappings of portions of the test case inputs to the different intent and/or entity, generating suggestions for modifying intents, entities and dialog flows of the given conversation workspace such that the test case inputs map to the same intent and/or the same entity as their corresponding user input, and outputting the suggestions and the human-interpretable explanations to a user.

A computer-implemented method for synthesizing speech audio includes obtaining a grammatical profile defining an input text of actual words as a function of at least syllable-occurrence rates and syllable-count-per-word rates; generating a dictionary of pseudo-words having the syllable-count-per-word rates, each pseudo-word consisting of one syllable or concatenated syllables selected from the input text, wherein substantially all of the pseudo-words are not actual words; constructing an output text product having the grammatical profile, the output text product comprising at least one sentence consisting of one or more pseudo-words selected from the dictionary; and synthesizing speech audio using the output text product. Related systems and computer-readable media are also provided.

Computer-based processes are disclosed for analyzing and improving document readability. Document readability is improved by using rules and associated logic to automatically detect various types of writing problems and to make and/or suggest edits for eliminating such problems. Many of the rules seek to generate more concise formulations of the analyzed sentences, such as by eliminating unnecessary words, rearranging words and phrases, and making various other types of edits. Proposed edits can be conveyed, e.g., through a word processing platform, by changing the visual appearance of text to indicate how the text would appear with (or with and without) the edit.

The present disclosure relates to a method for generating a structure of a PDF-document, wherein the PDF-document comprises elements. The method comprises detecting document cells of the PDF-document dependent on commands of a page description language for printing the elements of the PDF-document. The method comprises determining parts of the PDF-document dependent on the PDF-document by a machine learning module. The determining of the respective part comprises associating a respective portion of the elements of the PDF-document with the respective part. Furthermore, a respective label may be assigned to the respective part. The method may further comprise using a symbolic artificial intelligence module, wherein rules of the symbolic AI-module for reconciling the document cells with the parts may be applied. The elements of the structure of the PDF-document may be generated and labelled dependent on a result of the reconciling and dependent on the respective label to the respective part.

A method, computer program product, and computing system for the sharing of experiences is provided. The method may include receiving content associated with a uniform resource locator and determining two or more content items based on the content associated with the uniform resource locator. The method may further include generating, based on the two or more content items, an experience data card and storing the generated experience data card in an experience data store, the experience data store being communicatively coupled to the one or more computing devices. The method may further include receiving a request to view the experience data card and providing for display, using the one or more computing devices, a view of the experience data card based at least in part on the request to view the experience data card.

Techniques for product recommendation involve receiving, from a user, a request for recommendation of a product matching one or more characteristics specified in the request. In response to the request, a product may be identified for recommendation, at least in part by searching an ontology in which the identified product is represented as matching at least one of the characteristics specified in the request. The ontology may further include at least one link to at least one natural language product review providing supporting evidence that the identified product matches the at least one characteristic. At least a portion of the at least one natural language product review may be retrieved using the at least one link in the ontology, and presented to the user in support of a recommendation of the identified product, in response to the request.

An Activity Management System, according to particular embodiments, is configured to provide a platform in which viewers may access multimedia content (e.g., one or more videos files, audio files, document files, image files, etc.). The Activity Management System is operable to present viewers with multimedia content where the multimedia content is divided in to segments. While a user is viewing or interacting with multimedia content, the user can provide one or more activities (e.g., comments, questions, replies, reactions, etc.) within a conversation area of a graphical user interface. The Activity Management System is operable to electronically link the activity provided by (e.g., submitted by, or associated with) the user with the particular segment of multimedia content in which the activity was captured by the system.

A method for automated dynamic document generation includes: storing, in a memory of a document generator, (i) a common pool of objects each defining document content and having respective object identifiers, (ii) a plurality of templates having respective template identifiers and containing respective template subsets of the object identifiers, and (iii) a plurality of master templates having respective master template identifiers and containing respective master template subsets of the object identifiers; establishing a connection to a data source; detecting document initiation data in the data source including a selected one of the template identifiers; responsive to the detection, retrieving a selected one of the master template identifiers associated with the selected template identifier; retrieving the template subset and the master template subset of objects corresponding to the selected template identifier and the selected master template identifier; and generating a document according to the template subset and the master template subset.