RXNMapper emerged as the fastest tool, followed by GraphormerMapper and LocalMapper, see Figure . On the other hand, RDTool was noted as the slowest, primarily due to its necessity to perform maximum-common subgraph computations between reactants and products for mapping. More detailed timing data are compiled in Supplemental Table . In order to increase the accuracy, we considered two ensemble strategies integrating predictions in the following subsets of tools: