TaxDistill: Improving Metagenomic Taxonomic Annotation via Distilled Genomic Foundation Models

TaxDistill introduces a knowledge distillation framework to improve metagenomic taxonomic annotation by addressing limitations of traditional methods. It utilizes GenomeOcean, a 500M-parameter genomic foundation model, as a teacher network to generate clean soft labels and enhance classification performance.