Hang Yin, Lei Xu, Zeyu Wu, Gaoyang Song, Rana Muhammad Adnan Ikram, Xiaojiang Peng, Murtaza Hasan, Shahbaz Gul Hassan. "Incorporating dataset-level semantic priors into large language models for environmental time-series forecasting: a soil moisture and temperature case study." Scientific Reports (2026). https://doi.org/10.1038/s41598-026-57634-8