You keep your current knowledge either way.

The question is, do you want to live in a new fantasy world or relive this world, but starting over from when you were born?

I would also say that other than the spiritual act of reincarnation and afterlife things that there would be no manifestible magical powers in this world, the closest that it would come to would be having your status window.