Molecular Reactions

CRBH20

Summary

Performance in predicting reaction energy barriers for the 20 reactions in the CRBH20 dataset. Barriers are computed as the energy difference between the transition state and the reactant of each reaction.

Metrics

  1. MAE

Accuracy of predicted reaction barriers.

For each of the 20 reactions, the barrier is calculated from single point energies of the reactant and transition state structures. The mean absolute error against the reference barriers is reported in kcal/mol.

Computational cost

Low: tests involve single point calculations on 40 small molecular structures, and are likely to take less than a minute to run on CPU.

Data availability

Input structures:

  • Appendix B.5 of: Batatia, I. et al. A foundation model for atomistic materials chemistry. arXiv:2401.00096. https://doi.org/10.48550/arXiv.2401.00096

Reference data:

  • Same as input data

  • DFT (r2SCAN)