Maha Farhat

Evolutionary Reasoning Does Not Arise in Standard Usage of Protein Language Models

Protein language models (PLMs) are often assumed to capture evolutionary information by training on large protein sequence datasets. Yet it remains unclear whether PLMs can reason about evolution—that is, infer evolutionary relationships between sequences. We test this capability by evaluating wheth…