EVG (Ensemble Variant Graph-based tool) can accurately genotype SNPs, indels, and SVs using short reads. EVG achieves higher genotyping accuracy and recall with only 5× sequencing data. EVG remains robust even as the number of nodes in the pangenome graph increases.