@article{cryptobenchadynamicbenchmarkforexpertlev, title = {CryptoBench: A Dynamic Benchmark for Expert-Level Evaluation of LLM Agents in Cryptocurrency}, author = {Jiacheng Guo and Suozhi Huang and Zixin Yao and Yifan Zhang and Yifu Lu and Jiashuo Liu and Zihao Li and Nicholas Deng and Qixin Xiao and Jia Tian and Kanghong Zhan and Tianyi Li and Xiaochen Liu and Jason Ge and Chaoyang He and Kaixuan Huang and Lin Yang and Wenhao Huang and Mengdi Wang}, year = {2025}, eprint = {2512.00417}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.00417}, }