Abstract: Systems, methods, apparatuses, and computer-readable media for categorized text determination and organization are described. In one embodiment, an apparatus may include a processor and a memory storing instructions which when executed by the processor cause the processor to determine a plurality of contextual text elements in at least one text source, combine the plurality of contextual text elements, classify events associated with at least a portion of the plurality of contextual text elements, and determine text elements related to at least a portion of the contextual text elements. Other embodiments are described.

Abstract: Logic may process documents, search documents, test controls, and self-heal control management. Logic may ingest and/or process requirements from documents and associate requirements with controls and/or other data types such as issues, events, test results, outputs, questions and answers (Q&As), and/or the like. Logic may train an ingestion engine to identify requirements. Logic may implement automatic control testing including inference and performance of remedial actions. And logic may include self-healing control management including inference of new controls based on uncorrelated requirements, inference of remedial actions based on the new controls, and performance of the remedial actions.

Abstract: Systems, methods, apparatuses, and computer-readable media for information ranking and retrieval are described. In one embodiment, an apparatus may include a processor and a memory storing instructions which when executed by the processor cause the processor to access an ingested document, generate a converted document from the ingested document based on a conversion configuration, the converted document comprising at least one paragraph, and generate an index based on the converted document and an index configuration. Other embodiments are described.

Abstract: Systems, methods, apparatuses, and computer-readable media for information ranking and retrieval are described. In one embodiment, an apparatus may include a processor and a memory storing instructions which when executed by the processor cause the processor to access an ingested document, generate a converted document from the ingested document based on a conversion configuration, the converted document comprising at least one paragraph, and generate an index based on the converted document and an index configuration. Other embodiments are described.

Abstract: Systems, methods, apparatuses, and computer-readable media for categorized text determination and organization are described. In one embodiment, an apparatus may include a processor and a memory storing instructions which when executed by the processor cause the processor to determine a plurality of contextual text elements in at least one text source, combine the plurality of contextual text elements, classify events associated with at least a portion of the plurality of contextual text elements, and determine text elements related to at least a portion of the contextual text elements. Other embodiments are described.

Abstract: Systems, methods, apparatuses, and computer-readable media for information ranking and retrieval are described. In one embodiment, an apparatus may include a processor and a memory storing instructions which when executed by the processor cause the processor to access an ingested document, generate a converted document from the ingested document based on a conversion configuration, the converted document comprising at least one paragraph, and generate an index based on the converted document and an index configuration. Other embodiments are described.

Abstract: Systems, methods, apparatuses, and computer-readable media for computational model management are described. In one embodiment, an apparatus may include a processor and a memory storing instructions, which, when executed by the processor, cause the processor to generate a candidate computational model for a model function based on an objective and function data, and provide the candidate computational model to a model assessment process to perform a champion-challenger process based on performance metrics, industrial metrics, and user metrics. Other embodiments are described.