No. Absinthe only works on iPads with iOS 5.0.1 installed. You must first upgrade your iPad2 to that firmware - then you can run the jail break with Absinthe.
Jailbroke in a few minutes and have had no issues except that I can't seem to get the Skype video calling function to work. Haven't been able to find an iOS 5 solution for that yet.