Graph Commenting is a scholarly annotation practice in which a paper-level contribution—such as a method, model, framework, theory, construct, dataset, task, or metric—is systematically linked to and contextualized within its parent topic in a knowledge graph, thereby establishing its semantic relationship and hierarchical position within the broader academic domain.