No Generation without Representation: Efficient Causal Protein Language Models Enable Zero-Shot Fitness Estimation

Furkan Eris

Protein language models (PLMs) face a fundamental divide: masked language models (MLMs) excel at fitness prediction while causal models enable generation, forcing practitioners to…