I have both a mountain and road bike. Even with slicks on my mountain bike, I doubt if I could "keep up" with the road bikes once the group settled into their pace. Maybe others can answer what the speed difference might be. If the road bikers were out for a recovery ride, it might not be too hard to keep up. But if they're out for a training ride, you'd likely get dropped.
Walter