You stand a fairly good chance of them surviving and thriving, I think. I've always found them very tolerant plants. When they flower, they will need pollinating, but perhaps you will have them outside again by then.
You've just reminded me that I have a couple of chilli pepper plants outside which are probably freezing, but they were still green when I looked at them last week. I think I'd better rescue them tomorrow!