This material is provided solely for peer review. Upon publication, we will release a dedicated GitHub repository containing the full source code, detailed documentation, benchmark instructions, and pre-trained ST-EEGFormer model weights. At present, we include the source code necessary to reproduce the ST-EEGFormer pre-training and downstream benchmark experiments. Each code folder contains at least one example .sh script demonstrating how to execute the experiments on an HPC system.