In summary, the proposed graph-based symmetry search method represents a significant step forward in modeling large, complex, and chemically diverse systems using stateof-the-art MLFFs. By leveraging orbits, our approach enhances predictive accuracy and computational efficiency, making it a valuable tool for future applications in computational chemistry and materials science. We thank Prof. Oleg Prezhdo for his helpful comments.