CPU app loads 2.5GB of data while GPU app loads 8GB. GPU tasks are much faster so the loading process is more significant.

Making things worse, the data need to be loaded again (could be a BOINC issue) every time the program is continued after paused, so if that happens frequently (which is more common on GPU apps), a lot of cycles are wasted.