Automating construction contract review using knowledge graph-enhanced large language models

A tuning-free approach is proposed that integrates LLMs with a Nested Contract Knowledge Graph (NCKG) using a Graph Retrieval-Augmented Generation (GraphRAG) framework for contract knowledge retrieval and reasoning, which achieves more accurate risk evaluation and interpretable risk summaries than baseline models.