Packages for the release of KDE SC 4.10.1 are available for Kubuntu 12.10, 12.04 and our Raring development release. You can get them from the Kubuntu Backports PPA for 12.10 and 12.04.
To update, use the Software Repository Guide to add the following repository to your software sources list:
Or, from your konsole:
Thanks to Philip for his work on these packages