You might not want publishing splits to show up on song pages for business reasons. The good news is that you can easily hide them.
Hide the splits by clicking the Globe button above the publishing splits on the Publishing Information tab of a song project.
If there is a line through the globe, the splits will not appear on the song page.
Make sure to save your changes when you're done by clicking the green Save button in the top-right corner of the song project.