Nonetheless, this work establishes a foundational framework for integrating LLMs into materials discovery. Future efforts should focus on creating more generalized and versatile models, leveraging LLMs' natural language understanding to seamlessly interact with researchers and provide meaningful outputs. This capability paves the way for an efficient, user-friendly paradigm in material discovery and design, accelerating innovation and exploration in the field.