This systematic review of 45 empirical studies explores how specific task designs and Collaborative Problem Solving (CPS) processes foster Higher-Order Thinking Skills in mathematics education. The analysis reveals that while technology-supported and open-ended tasks encourage deeper cognitive engagement, the success of these activities depends heavily on structured group protocols to overcome barriers like miscommunication.