PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning
PiERN is an architecture that allows large language models to integrate high-precision scientific computation by routing token-level decisions between a frozen LLM and specialized numerical experts. This method enables iterative, interpretable reasoning for complex tasks, achieving higher accuracy and drastically reduced inference costs compared to standard multi-agent approaches.