@article{llmtmbenchmarkingandoptimizingllmsfortem, title = {LLMTM: Benchmarking and Optimizing LLMs for Temporal Motif Analysis in Dynamic Graphs}, author = {Bing Hao and Minglai Shao and Zengyi Wo and Yunlong Chu and Yuhang Liu and Ruijie Wang}, year = {2025}, eprint = {2512.22266}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.22266}, }