Android - What is the offical name of the third on-screen button?
It's called Overview button. I originally came to know about this from the Screen Pinning settings' description.
Google on Get around on your device (see Get around with navigation buttons) has noted:
Overview: Opens a list of thumbnail images of apps and Chrome tabs you’ve worked with recently. To open an app, touch it. To remove a thumbnail from the list, swipe it left or right.
It looks like this
If your device is running Android 4.4 or lower, your Overview button looks like this
This is called 'Recents' - you can see info about it here
EDIT
As Dan Dascalescu points out, it's now called "Overview".