These findings open up exciting avenues for future research on molecular design. Future works should focus on developing "programming" based automatic prompt engineering methods. Such methods could help discover optimal prompts automatically instead of re-quiring extensive prompt engineering tailored to different applications such as drug discovery or 2D materials, enabling more efficient and targeted exploration of chemical design space.