Abstract: A computer implemented method for identifying one or more data elements in an input data stream formed from an input data structure using processing enabled by a processor-executable instruction can be stored on a non-transitory computerized storage medium. This stored method includes identifying a plurality of candidate named entities in one or more input document strings; identifying a plurality of enumerable markers in the one or more input document strings; associating at least one candidate named entity with at least one associated enumerable marker; associating at least one proximity string with at least one associated enumerable marker; determining a plurality of named entity descriptions based on the proximity strings; and providing the output data.

Abstract: A computer implemented method for identifying one or more data elements in an input data stream formed from an input data structure using processing enabled by a processor-executable instruction can be stored on a non-transitory computerized storage medium. This stored method includes identifying a marker sequence set in the input document string, the marker sequence set including a marker sequence; assigning an eligibility value to each marker sequence, the eligibility value being a number calculated using an eligibility calculation, to obtain at least one eligible marker sequence; generating output data comprising data related to the at least one eligible marker sequence; and providing the output data, such as on a human-readable interface.

Abstract: Some aspects described herein may include a computer implemented method to display documents. Aspects may include determining section hierarchies of a document and generating a first view of a section hierarchy. The first view may include a hierarchy title; a portion of text associated with each respective section; and an interface element associated with a first section. Based on a selection of the first section, the system may generate a second view including a portion of text associated with the first section; a first portion of text associated with a first subsection of the first section; and a second portion of text associated with the first subsection. The second portion of text may be determined based on at least one warning criteria. The second view may include a warning panel indicating the warning criteria associated with the second portion of text and visual indicia indicating the correspondence.

Abstract: A computer implemented method for identifying one or more data elements in an input data stream formed from an input data structure using processing enabled by a processor-executable instruction can be stored on a non-transitory computerized storage medium. This stored method includes identifying a marker sequence set in the input document string, the marker sequence set including a marker sequence; assigning an eligibility value to each marker sequence, the eligibility value being a number calculated using an eligibility calculation, to obtain at least one eligible marker sequence; generating output data comprising data related to the at least one eligible marker sequence; and providing the output data, such as on a human-readable interface.