Junrui Liu

PANKRAG: ENHANCING GRAPH RETRIEVAL VIA GLOBALLY AWARE QUERY RESOLUTION AND DEPENDENCY-AWARE RERANKING MECHANISM

Recent graph-based RAG approaches leverage knowledge graphs by extracting entities from a query to fetch their associated relationships and metadata. However, relying solely on entity extraction often results in the misinterpretation or omission of latent critical information and relationships. This…