How Reliable Are Large Language Models for Soil Organic Carbon Assessment? An Australian Benchmark.

arXiv:2610.18201v1 Announce Type: cross Abstract: Soil organic carbon (SOC) is an indicator of agricultural soil condition and carbon storage, but numerical outputs from large language models (LLMs) require validation before use in monitoring or management. We