This section first describes the consequences of parameter optimization for accuracy over the training set, and then benchmarks Parsley on the separate test set compounds and properties. The test set results should be indicative of Parsley's accuracy in new applications. The parameter fitting process dramatically increased the accuracy of the force field for the training data.