Beyond the base prompts described above, we consider more detailed prompts that specify modifications to the electronic structure of the molecules. Specifically, we ask for Electron Donating Groups (EDGs) or Electron Withdrawing Groups (EWGs) to be incorporated into the generated molecules. This represents a crucial advantage of the LLM-based approach .