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This paper introduces GRAFT, a curated multimodal dataset linking gene expression profiles and phenotypic traits in Arabidopsis thaliana, along with graph and hypergraph benchmarks for phenotype prediction. It aims to advance genome-to-phenome mapping in plant biology.