This repository aggregates academic papers, datasets, benchmarks, and tools exploring how LLMs interact with graph-structured data. It covers prompting techniques, knowledge graphs, molecular graphs, GraphRAG, multi-agent planning, and graph robustness. The collection spans venues like NeurIPS, NAACL, and includes datasets, benchmarks, and survey papers alongside model-specific entries.