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Genome Institute of Singapore, A*STAR, Singapore, KU Leuven, Belgium
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Genomic foundation models struggle not because of architecture or data limitations, but because the high entropy of DNA sequences fundamentally undermines their ability to learn meaningful representations through self-supervision.