Focal Interest
Focal Interest

Knowledge graph

  1. Survey maps graph roles in retrieval-augmented generation
    Survey of graph-based techniques in retrieval-augmented generation systems, examining their roles in database construction, algorithms, and reasoning with structured knowledge.
  2. Prompt-driven KG-enhanced LLM reasoning improved KBQA accuracy
    Prompt-driven framework combining LLMs with knowledge graphs for reliable knowledge-based question answering through structured subgraph retrieval and stepwise reasoning validation.