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MINA: linear probes reveal coding-sequence family signal in frozen DNA encoders up to protein composition

2026-05-28

Abstract excerpt

Frozen DNA encoders are widely used as feature extractors, but fine-tuning hides what their fixed embeddings already make linearly accessible. We introduce MINA (Model Interrogation of Nucleotide Architectures), a lightweight benchmark testing whether frozen DNA embeddings can recover (i) a 5-way protein-family label and (ii) the 1,536-d GenePT natural-language embedding for each gene, comparing coding-sequence (C...

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Literature Corpus work
8d8e5fdf-d758-5df5-a67d-9e08791ff5b7
DOI
10.64898/2026.05.25.727711
Open publication

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MINA: linear probes reveal coding-sequence family signal in frozen DNA encoders up to protein compositionDOI 10.64898/2026.05.25.727711
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