Execution-grounded evaluation reveals hidden failures in language-model calculations for environmental science

Maohao Ran, Chendong Ma, Yanting Zhang +4

Large language models are increasingly used for quantitative work in the environmental sciences, yet existing evaluations score only final answers, leaving calculation process unob…