How do I verify that WhatsApp is using end-to-end encryption?

Slightly old news: Whatsapp Just Switched on End-to-End Encryption for Hundreds of Millions of Users

Is there any test that I can perform to verify that WhatsApp is indeed using end-to-end encryption between my and another Android phone?