This project leverages large language models to automatically annotate scientific papers by extracting titles, identifying important key concepts, locating relevant sections that emphasize those concepts, and generating concise topic annotations. The system processes each page of a paper, highlights meaningful sections, and provides readers with contextual information as they read through academic literature.