Finally! I figured it out!!! 
The mistake was that I did not use test_gen. I defined pred = model.predict(with Q1, Q2)
but I had to define pred=model.predict(with test_gen)
I guess, dataset format is key for model.predict input!
Now it works. Thanks Deepti and Arvy!
DS