The limits of bio-molecular modeling with large language models : a cross-scale evaluation

Researchers conduct a cross-scale evaluation of large language models on biomolecular modeling tasks, examining where current LLMs fall short in molecular prediction and physics-based reasoning. The study systematically assesses LLM capabilities from small molecules to protein structures, revealing constraints critical for drug discovery and molecular engineering applications.