The goal of this assignment is to implement a knowledge graph-based retrieval-augmented generation (KG-RAG) model for biomedical text generation tasks, based on the work by Soman et al. (2024), and further enhance their proposed method. Your tasks include – (1) setting up the existing KG-RAG framework, (2) exploring the potentials of some further improvement strategies, and (3) documenting your implementation and results comprehensively.