The DGTL model is a solution that combines LLMs with tailored disentangled graph neural network layers. It allows LLMs to capture complex graph structure information in TAGs, enabling them to comprehend intricate relationships and dependencies. DGTL operates with frozen pre-trained LLMs, offering flexibility and reduced computational costs.