Alright, I found the solution.

It's not possible anymore with SQL Server 2012 to configure Reporting Services for SharePoint in the Reporting Services Configuration Manager.

You have to use the Sharepoint Central Administration:

http://msdn.microsoft.com/en-us/library/gg492276.aspx#bkmk_install_SSRS_sharedservice