The remainder of this paper is structured as follows. First, Section 2 provide an in-depth introduction to the MTE pipeline and the parallel model fine-tuning scheme. Next, Section 3 presents a general overview of the comparison models. Then, Section 4 provides a detailed description of the ADMET benchmark datasets followed by a description of the performance of MTE models and the five comparison models across twenty-two ADMET benchmark datasets.