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ReasoningCheckpoint·arcadia

Model generalizability and accuracy limited by non-independence and bias

Cumulative effects of non-independence, pseudoreplication, and taxonomic/data bias bound the ability of models to generalize outside overrepresented clades, restricting accuracy for protein design.

Confidence
70%
◑partialactive

Part of Chain

Tree-of-life sampling and algorithmic biases shape the performance of protein language/design models