In the realm of materials science research, where a vast repository of knowledge is encapsulated within peerreviewed scientific literature, the extraction of structured information and concise summaries plays a pivotal role in advancing the field. The intricate details and discoveries within these texts hold the key to unlocking new insights and driving innovation. Structured information, organized in a machine-readable format, not only facilitates efficient data retrieval but also lays the groundwork for systematic analysis and comparison. Similarly, concise summaries distill the essence of comprehensive research articles, offering researchers, scientists, and industry professionals a quick and insightful overview.