BLOSUM Is All You Learn - Generative Antibody Models Reflect Evolutionary Priors
This study demonstrates that the correlation between generative model log-likelihoods and antibody binding affinity arises because these models implicitly learn evolutionary priors, performing on par with simple BLOSUM similarity scores calculated against a known parental binder.