To systematically evaluate the impact of different prompts on molecule generation, we employed the following metrics (defined above): Tanimoto similarity T (c p , c g ), validity ratio v, and chemical diversity δ c . This evaluation yields several key observations regarding the impact of prompt engineering on molecular structure generation.