Data leakage and training data biases impact model performance | ARCADIA FyloGraph | FyloGraph

InferenceChain·arcadia

Data leakage and training data biases impact model performance

This chain explains how homology-based data leakage and uneven sequence sampling across taxa introduce biases in biological foundation models and protein language models, impacting their reliability and generalization.

Confidence

90%

◑partialactivecomplexity: mid

Reasoning Steps (3)

Homology-based data leakage detection and avoidanceStep 1

Sequence sampling biases across taxaStep 2

Guiding questions to prevent data leakageStep 3

Source

Synthesis for current paper

Connections (3)

Data leakage affects biological foundation modelsAssociation

Naive split increases data leakageAssociation

Filtering stringency affects data leakageAssociation