When I add a new page using the swipe gesture, it copies the last page of the document.

It is working as designed; it will use the last page's template (in this case, a page of an imported PDF file) as the template of the new page. If you want to insert a page with a built-in template, please tap + > Add Page Below, and then select the template you want.

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