To benchmark Chemprop's reaction functionality, four datasets of computational barrier heights were selected to cover a broad range of dataset size, diversity and quality. Since some of the original publications only report model mean absolute errors, we also report mean absolute errors, although we train on mean squared errors similar to all other benchmarks in this study.