Overall, the base prompts do not modify the HOMO energy level on average, while the EWG prompts tend to decrease it, and the EDG prompts increase it. This demonstrates the desired behavior in the guided prompts and shows that they are qualitatively different from the base prompts. In summary, the LLM successfully follows the natural-language instructions and generates valid molecules that achieve the desired result.