The ChemMLM models were trained from two data sources, the USPTO reactions and the combined reactions with Reaxys ® . Several attempts to tune training arguments were conducted for the ChemMLM learned from USPTO itself, whilst only one set of training arguments was conducted on the larger combined reaction dataset, with the model configuration and the most shows the most optimal model using the training argument set stated in Table .