Vision-language models know more about agriculture than they show and rubric-grounded verifications close the gap

Earl Ranario, Jared Smith, Lars Lundqvist +2

Vision-language models (VLMs) show promise for agricultural classification, but zero-shot performance on disease, pest, damage, quality, and species identification remains poor, an…