It does stop. To be precise, all your build orders in the senat,barracks and the harbor AND all the researches will be canceled and you will get a refund for this regarding the investet resources.
And all the effects actually running on your city will be canceled too. Troop reinforcements, improved defenses and such. Except the land expansion, she is a bit buggy. May or may not be canceled.