Can I automatically remove my signature from all replies? Mail 6.2 OS x 10.8.2
Not sure if anyone ever answered this. I came here looking for a solution which was ever so simple. 

Open Mail.app, go to Mail -> Preferences or use the key-combo Command,

Select the Tab that says 'Signatures' and uncheck the box that says to have the 'signature' above quoted text.