Can Theoretical Physics Research Benefit from Language Agents?

ArXi:2506.06214v2 Announce Type: replace-cross Large Language Models (LLMs) are rapidly advancing across diverse domains, yet their application in theoretical physics remains inadequate. While current models show competence in mathematical reasoning and code generation, we identify critical gaps in physical intuition, constraint satisfaction, and reliable reasoning that cannot be addressed through prompting alone.