If anything, the fact that they could keep the economy and innovation going while a large portion of the population was fighting a war makes it even more impressive.
Were they? There was a lot of innovation related military aircraft, chemical weapons and tanks so maybe you're right. Not so sure about "keep the economy" going considering that aftermath of WW1...