Notation matters: cross-representation inconsistency in chemistry language models and its mechanistic origins

Abstract

Large language models (LLMs) are increasingly applied to molecular property prediction, but whether they encode notation-agnostic molecular representations or exploit surface-level string patterns re- mains untested. We present a dual-phase...