We use the same hyperparameters for pretraining the RL models as Zhou et al. except for the type of the loss function, because we found inference models pretrained with the original setting for the "loss_type" = "oi" with "reaction_type" = "gmm" to be unstable especially when the final reaction problem domain, i.e., the problem the model is inferred to, was constrained by bounds on variables.