Update README.md

README.md

@@ -45,6 +45,7 @@ Large Language Models (LLMs) have shown remarkable progress in natural language
 - (*arXiv 2024.07*) Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness [[paper](https://arxiv.org/abs/2407.12068)][[code](https://github.com/KaiGuo20/GraphLLM_Robustness)]
 - (*arXiv 2024.09*) LLMs hallucinate graphs too: a structural perspective [[paper](https://arxiv.org/abs/2409.00159)]
 - (*arXiv 2024.10*) Can Graph Descriptive Order Affect Solving Graph Problems with LLMs? [[paper](https://arxiv.org/abs/2402.07140)]
+- (*arXiv 2024.10*) How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension [[paper](https://arxiv.org/abs/2410.05298v1)]
 
 
 ## Prompting