This repository compiles academic papers and resources at the intersection of large language models (LLMs) and graph-structured data. It covers techniques for applying LLMs like ChatGPT and LLaMA to graph tasks including reasoning over knowledge graphs, graph-enabled LLMs, and graph-grounded generation. The survey categorizes approaches into scenarios such as pure graphs, text-attributed graphs, and multimodal graph scenarios.