Neurosymbolic Routing for Reliable Reasoning on Resource-Constrained Edge Devices

The research proposes a neurosymbolic router to address the reliability issues of small language models on structural tasks such as arithmetic and logic in resource-constrained edge devices. By routing structured queries to deterministic engines, this system enhances both accuracy and energy efficiency.