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The Nucleotide Transformer: Building and Evaluating Robust Foundation Models for Human Genomics

2023-01-15

Abstract excerpt

Closing the gap between measurable genetic information and observable traits is a longstanding challenge in genomics. Yet, the prediction of molecular phenotypes from DNA sequences alone remains limited and inaccurate, often driven by the scarcity of annotated data and the inability to transfer learnings between prediction tasks. Here, we present an extensive study of foundation models pre-trained on DNA sequences...

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Literature Corpus work
b99fe329-20ca-5500-9d2c-103d478a8cf5
DOI
10.1101/2023.01.11.523679
Open publication

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The Nucleotide Transformer: Building and Evaluating Robust Foundation Models for Human GenomicsDOI 10.1101/2023.01.11.523679
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