Incorporating dataset-level semantic priors into large language models for environmental time-series forecasting: a soil moisture and temperature case study
H
Hang Yin
L
Lei Xu
Z
Zeyu Wu
(State Key Laboratory of Immune Response and Immunotherapy, State Key Laboratory of RNA Innovation, Science and Engineering, Shanghai Institute of Immunity and Infection, Chinese Academy of Sciences)
G
Gaoyang Song
R
Rana Muhammad Adnan Ikram
X
Xiaojiang Peng
M
Murtaza Hasan
S
Shahbaz Gul Hassan
Article Details
Journal
Scientific Reports
Volume / Issue
Vol. 1, Issue 1
Published
June 16, 2026
ISSN
2045-2322
Publisher
Nature Portfolio
Authors (8)
H
Hang Yin
L
Lei Xu
Z
Zeyu Wu
State Key Laboratory of Immune Response and Immunotherapy, State Key Laboratory of RNA Innovation, Science and Engineering, Shanghai Institute of Immunity and Infection, Chinese Academy of Sciences
G
Gaoyang Song
R
Rana Muhammad Adnan Ikram
X
Xiaojiang Peng
M
Murtaza Hasan
S
Shahbaz Gul Hassan
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