Knowledge extraction is the computational process of identifying, structuring, and formalizing knowledge from unstructured or semi-structured data sources. This research field investigates methodologies for automatically recognizing entities, relationships, events, and their attributes within text, multimedia, or other data, transforming implicit information into explicit, machine-readable formats such as knowledge graphs or ontologies to facilitate automated reasoning, analysis, and application.