If you are always training with these 3 tasks, it doesn’t matter what you do. It’s equivalent to training with a learning rate that is 3x bigger/smaller.
If you plan on comparing to single task learning or switching up your tasks, you should use the mean version, which should keep the gradients more similar across conditions.