Fig. 3
From: Contextual semantics graph attention network model for entity resolution

Construction of Hierarchical Heterogeneous Graph: For an entity’s knowledge base, token embeddings are formed from the words within attribute values, attribute embeddings are extracted based on the attributes themselves, and entity embeddings are then generated through the integration of attribute embeddings and token embeddings.