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knoxel
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conformalesm-paper-starter

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conformal-prediction
protein-language-models
uncertainty-quantification
esm-2
temperature-scaling
cpu
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protein-engineering
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+ See /app/all_extensions_results.json for full JSON results (125KB). Results include baseline metrics, temperature scaling, standard conformal (alpha 0.05/0.10/0.20), class-conditional conformal, Mondrian conformal, size-stratified coverage, protein-level uncertainty ranking, and calibration diagnostics on 400 test proteins (148K residues).