Journal of Mechatronics and Robotics, Published online: 8 September 2026; doi:10.3844/jcssp.2026.2617.2632 Small Language Models (SLMs) run faster and fit on modest hardware, yet solving multi-step logic problems has traditionally been difficult for them. This work investigates a systematic, multi-model fr...