Are adult beneficiaries responsible for deceased parents debts?

No, you are not responsible for their debt. The only person legally responsible for a debt is the person that signed the contract for the debt. It doesn't matter if your dead parents left you money. Collection agencies cannot legally collect someone else's debt from you - but they will try. See the FDCRA to know your rights in debt collection.