Actually, page offset is the address of entry in that page, i.e. displacement from the starting of page. These 12 bit offsets are used for addressing each entry within a page.
With the help of page number, find frame number in main memory by looking up in the page table. After getting frame number multiply it with number of entries in one page. Then add offset to the product to get the actual address in main memory, i.e., actual address in main memory = (frame number) * (number of entries in one page) + offset.