Simply Put,
First party audits are audits you perform on yourself (internal audits)
Second party audits are when a customer audits you.
Third party audits are when an independent organization audits you.
Or
First party == I audit Me for Me
Second Party == I audit You for Me
Third Party == I audit you for Them
James