Graph-Based Item Modeling is a methodological framework within item modeling that employs graph-theoretical structures to represent and manipulate items, their components, and interrelationships through nodes and edges, distinguishing it from linear or hierarchical item modeling approaches by enabling explicit modeling of complex dependencies and non-linear associations among item elements.