Kong, Huanjun

ROGRAG: A Robustly Optimized GraphRAG Framework

2025 · arXiv (Cornell University)

Large language models (LLMs) commonly struggle with specialized or emerging topics which are rarely seen in the training corpus. Graph-based retrieval-augmented generation (GraphRAG) addresses this by structuring domain knowledge as a graph for dynamic retrieval. …