Siqi Jiao

Scientific Paper Retrieval with LLM-Guided Semantic-Based Ranking

Scientific paper retrieval is essential for supporting literature discovery and research. While dense retrieval methods demonstrate effectiveness in general-purpose tasks, they often fail to capture fine-grained scientific concepts that are essential for accurate understanding of scientific queries.