@article{streasonerempoweringllmsforspatiotempora, title = {STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning}, author = {Juntong Ni and Shiyu Wang and Qi He and Ming Jin and Wei Jin}, year = {2026}, eprint = {2601.03248}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.03248}, }