@article{whenllmsdeveloplanguagessymboliccommunic, title = {When LLMs Develop Languages: Symbolic Communication for Efficient Multi-Agent Reasoning}, author = {Zhengqi Pei and Qingming Huang and Shuhui Wang}, year = {2026}, eprint = {2606.29354}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.29354}, }