For thermochemistry estimation, RMG relies primarily on group additivity, where the thermochemistry for a molecule is derived from the sum of contributions from each heavy atom. However, a major limitation of standard group additivity is that only local fea-tures are captured; longer range effects such as steric interactions and ring strain must be treated separately.