Systems and methods may be provided for performing a search on an input text block. The input text block may be split into a plurality of input text segments. A text similarity algorithm may be used to find similar stored text segments to each of the plurality of input text segments.

Systems, apparatuses, methods, and computer program products are disclosed for determining robustness information for an NLP model. Modification rules, such as replacement rules and/or insertion rules, are used to generate instances of modified test data based on instances of test data that comprise words and have a syntax and a semantic meaning. The instances of test data and modified test data are provided to the NLP model and the output of the NLP model is analyzed to determine output changing instances of modified test data, which are instances of modified test data yielded output from the NLP model that is different and/or not similar to the output yielded from the NLP model for the corresponding instance of test data. Robustness information for the NLP model is determined based at least in part on the output changing instances of modified test data. White and/or black box attacks may be performed.

A validation document while responding to a customer's demand is efficiently created. A server creates a first sample document upon receiving, from a terminal device, a request for creation of the first sample document including an inspection item targeted for a first device. The terminal device receives an operation of inputting the parameter value to the first sample document, and transmits the inputted parameter value to the server. The server creates a first validation document on the basis of the parameter value received from the terminal device and on the basis of the first sample document.

A validation document while responding to a customer's demand is efficiently created. A server creates a first sample document upon receiving, from a terminal device, a request for creation of the first sample document including an inspection item targeted for a first device. The terminal device receives an operation of inputting the parameter value to the first sample document, and transmits the inputted parameter value to the server. The server creates a first validation document on the basis of the parameter value received from the terminal device and on the basis of the first sample document.

Methods and systems are presented for automatically detecting positions of various webpage elements within a webpage when the webpage is rendered, based on analyzing the programming code of the webpage. A position detection system obtains and parses the programming code of the webpage to identify webpage elements within the webpage. A group of related webpage elements is identified based on a shared programming structure. The position detection system generates a DOM tree based on the programming code, and determines relative positions of the webpage elements within the group by traversing the DOM tree using a breadth-first search algorithm.

Methods and systems are presented for automatically detecting positions of various webpage elements within a webpage when the webpage is rendered, based on analyzing the programming code of the webpage. A position detection system obtains and parses the programming code of the webpage to identify webpage elements within the webpage. A group of related webpage elements is identified based on a shared programming structure. The position detection system generates a DOM tree based on the programming code, and determines relative positions of the webpage elements within the group by traversing the DOM tree using a breadth-first search algorithm.

An XBRL document preparation system comprises an XBRL taxonomy module including one or more XBRL taxonomies having one or more XBRL concepts; a business document editor module that facilitates tagging of one or more entries of a business document with one or more XBRL tags based on the XBRL concepts, and generating an XBRL document including XBRL code corresponding to the tagged entries of the business document; an XBRL document validation system that validates the generated XBRL document and generates at least one of validation errors and warnings corresponding to the XBRL code; an XBRL validation report processing module that associates at least one of the generated validation errors and warnings with a specific source among the tagged entries of the business document; and a user interface module that identifies and facilitates editing the specific source among the tagged entries of the business document.

An interactive audio validation and assistance system and methodologies utilize a user interface to receive input to fill the one or more fields to perform a request, wherein the one or more fields contain required information. Validation of the input is performed to determine whether required information is complete for the one or more input fields. In response to the validation determining that required information is incomplete, a notification is output that required information is missing or in an incorrect format for at least one of the one or more input fields, wherein the notification includes audible explanatory instructions facilitating input of missing/incorrect format information. Additionally, systems and methodologies offer auto-fill, tips, suggestions, explanations, other information and a method to replace a website's input error notification system by the user's browser, offering audio and or text assistance to implement more efficient completion of website forms.

Linguistic analysis based correlation of distinct events is provided. In examples, trouble shooting tickets may be received over a time period. A linguistic analysis may be performed on one or more portions of the one or more comments using a linguistic model and a similarity score may be computed for one or more keywords within the one or more portions of the one or more comments based on criteria associated with each of the keywords. The similarity score for each of the keywords may be compared to a validation threshold and if the similarity score for a subset of the keywords within a trouble shooting ticket exceeds the validation threshold, the trouble shooting ticket may be validated as associated with the incident. If a number of trouble shooting tickets are validated as being associated with the incident exceeds a service outage threshold, an alert may be issued for the service outage.

Systems for automatic document generation automatic content recognition may comprise a storage medium and a processor coupled to the storage medium. The processor may generate and/or process a document template and receive client data. In some embodiments, the processor may automatically determine whether the client data is compliant with at least one content control standard based on a comparison between the client data and at least one text variant and, if so, may automatically generate a processed document using the client data and the document template. In some embodiments, the processor may establish at least one normative form for the document template, automatically compare the client data with the normative form content, automatically recognize that the client data corresponds to the document template based on the comparing, and automatically generate a processed document using the client data and the document template.