This research extended the DUAL cognitive architecture with a new model of categorization for both relation-based and feature-based concepts. New tools for human-machine interaction were integrated into DUAL. In addition, a purely connectionist model for relational thinking was constructed. Finally, psychological experiments for testing the cognitive validity of the models were conducted. These developments were captured in 13 peer reviewed journal articles published about this research.