I've found long sleeved shirts are even better for summer use than base layer tops. They tend to be fairly loose, so allow very good airflow, are quick drying, the sleeves can easily be rolled up (and some shirts have tabs so they can be secured) and have collars that can be turned up to protect your neck, without feeling choked.