Zhixiang Ren

A MultitaskLarge Reasoning Model for Molecular Science

Abstract Artificial intelligence in molecular science must move beyond pattern recognition toward chemically valid and interpretable reasoning. We present a task-adaptive large reasoning model that integrates chemical knowledge through a synergistic multispecialist architecture,...