Supplementary Information for Causal Discovery from Data Assisted by Large Language Models

supplementary material for additional details on the dataset size, metadata used in LLM-based reasoning (including publication titles, authors, dates, and abstracts), experimental setup, and extended results supporting the main findings.本补充材料旨在提供以下方面的详细信息：数据集规模、基于大语言模型（LLM）推理所使用的元数据（包括文献标题、作者、发表日期及摘要）、实验设置，以及支撑核心研究结论的拓展性实验结果。