Graph-Language Model Alignment via a Modular Translation Framework
Framwork Architecture The proposed system integrates a pretrained graph neural network (GNN) with a large language model (LLM) to handle both predefined and open-ended tasks. The architecture consists of four primary modules: Frozen Graph Encoder (FGE): A pretrained GNN, such as GraphSAGE, that gene...