@article{reasonstlbridgingnaturallanguageandsigna, title = {ReasonSTL: Bridging Natural Language and Signal Temporal Logic via Tool-Augmented Process-Rewarded Learning}, author = {Bowen Ye and Zhijian Li and Junyue Huang and Junkai Ma and Xiang Yin}, year = {2026}, eprint = {2605.06483}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.06483}, }