Embodiments use successive refinement to allow a user to systematically explore the result set of an arbitrary query over RDF, such as a SPARQL query. A user inputs an arbitrary base query and modifies this query by replacing selected variables with values to which each selected variable is bound within the result set of the base query. Embodiments present, via a GUI, variable facets that may be substituted for query variables. Embodiments also present, through a GUI, a query history graph that represents query versions that a user has created. A user may navigate this query history graph to return to previously-created query versions. The GUI also provides information about the facets, including a number of results that would be included in the result set of the query version resulting from substitution of the facet for the associated variable.

A search engine is configured to return increased diversity results based on past user interactions with search results. For a given query, historical data is analyzed to generate an item score describing a past quantity of users that navigated to a given page of an item. The historical data can further be used to generate a category score describing a past quantity of users that navigated to a given category of items. The category of items can be analyzed to generate a diversity score describing their diversity with respect to each other. Results for the given query can be arranged using items scores, category scores, and diversity scores.

A search engine is configured to return increased diversity results based on past user interactions with search results. For a given query, historical data is analyzed to generate an item score describing a past quantity of users that navigated to a given page of an item. The historical data can further be used to generate a category score describing a past quantity of users that navigated to a given category of items. The category of items can be analyzed to generate a diversity score describing their diversity with respect to each other. Results for the given query can be arranged using items scores, category scores, and diversity scores.

Systems, devices, and methods discussed herein provide improved autonomous agent applications that are configured to generate automated answers to a question using summarized logical forms (SLFs). A myriad of techniques may be utilized to manually or automatically generate one or more summarized logical forms for an answer, where the summarized logical form(s) identifies the main entities/informative portions of the answer. Instead of indexing the whole of the answer as in conventional methods, an answer can be indexed using the summarized logical forms. A subsequent query may be matched to the SLF and the answer may be provided in response to the question. By indexing the answer with its informative portions, the speed and accuracy of identifying the answer is improved.

Some embodiments are directed to a method for exchanging data between a user and a first data source, the method including configuring a non-transitory computer readable medium to retrieve and display a first set of data from the first data source via a first data source query in accordance with connection information, a set of display options and data retrieval filters specified in a user-defined XML configuration file. The non-transitory computer readable medium further applies the user-defined XML configuration file to a second data source query to display a second set of data from a second data source in accordance with the set of display options specified for the first data source in the user-defined XML configuration file.

Some embodiments are directed to a method for exchanging data between a user and a first data source, the method including configuring a non-transitory computer readable medium to retrieve and display a first set of data from the first data source via a first data source query in accordance with connection information, a set of display options and data retrieval filters specified in a user-defined XML configuration file. The non-transitory computer readable medium further applies the user-defined XML configuration file to a second data source query to display a second set of data from a second data source in accordance with the set of display options specified for the first data source in the user-defined XML configuration file.

Some embodiments are directed to a method for exchanging data between a user and one or more data sources, the method including configuring a non-transitory computer readable medium to access data from the one or more data sources via a data source query in accordance with options specified in first and second XML configuration files. The non-transitory computer readable medium further retrieves the data in a predefined format at a database and displays the data in accordance with display options specified in the first and the second XML configuration files.

Some embodiments are directed to a method for exchanging data between a user and one or more data sources, the method including configuring a non-transitory computer readable medium to access data from the one or more data sources via a data source query in accordance with options specified in first and second XML configuration files. The non-transitory computer readable medium further retrieves the data in a predefined format at a database and displays the data in accordance with display options specified in the first and the second XML configuration files.

Embodiments of the present disclosure provide methods, apparatus, systems, computer program products for providing a virtual network within an interactive electronic technical manual system (IETM) configured to provide electronic and credentialed access via an IETM viewer to technical documentation for an item. In one embodiment, a method is provided comprising: receiving data from a graphical code as a result of a user scanning the code; and responsive to receiving the data: identifying virtual networks supported within the IETM that are available for the user to join and are associated with a specific object of the item; providing an identifier for each of the virtual networks; receiving selection of an identifier for a particular virtual network; and responsive to receiving the selection, joining the user to the virtual network so that content that is specific to the object associated with the virtual network is available to the user via the IETM.

Embodiments of the present disclosure provide methods, apparatus, systems, computer program products for providing a virtual network within an interactive electronic technical manual system (IETM) configured to provide electronic and credentialed access via an IETM viewer to technical documentation for an item. In one embodiment, a method is provided comprising: receiving data from a graphical code as a result of a user scanning the code; and responsive to receiving the data: identifying virtual networks supported within the IETM that are available for the user to join and are associated with a specific object of the item; providing an identifier for each of the virtual networks; receiving selection of an identifier for a particular virtual network; and responsive to receiving the selection, joining the user to the virtual network so that content that is specific to the object associated with the virtual network is available to the user via the IETM.