Large language models and the future of soil health: Bridging knowledge gaps through scalable semantic intelligence

• Published in: Soil Advances Vol. 4; p. 100065
• Main Author: Wu, Yu
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.12.2025; Elsevier
• Subjects: AI in ecology; Environmental informatics; GPT-4; Knowledge integration; Large language models; Policy synthesis; Semantic analysis; Soil health; AI in ecology; Policy synthesis; Large language models; Semantic analysis; Soil health; Knowledge integration; Environmental informatics; GPT-4

Soil health has become a critical lens through which global challenges in sustainability, food security, and climate resilience are addressed. However, the operationalization of this concept remains hindered by fragmented knowledge systems and unstructured textual data. This perspective article argu...