Hope you don't mind me dragging up this old thread!
Our oven, also by possible coincidence the exact same model a Neff 1641, has started bleeping erratically with no timer set.
Did you ever get to the bottom of the root cause, or is setting Child Lock (which I didn't even realise existed)...