Closing the Prior-Posterior Loop: Self-Reflective Molecular Design with Analysis-Driven LLM Iteration
This paper introduces a self-reflective molecular design framework that replaces scalar feedback with detailed physicochemical rationales from first-principles calculations, enabling large language models to achieve near-perfect accuracy in generating molecules with specific electronic properties by understanding the causal mechanisms behind design failures.